• Digital Manufacturing
• Smart Factory
Clearly defined research question(s) are the key elements which set the focus for study identification and data extraction [21] . These questions are formulated based on the PICOC criteria as presented in the example in Table 2 (PICOC keywords are underlined).
Research questions examples.
Research Questions examples |
---|
• : What are the current challenges of context-aware systems that support the decision-making of business processes in smart manufacturing? • : Which technique is most appropriate to support decision-making for business process management in smart factories? • : In which scenarios are semantic web and machine learning used to provide context-awareness in business process management for smart manufacturing? |
The validity of a study will depend on the proper selection of a database since it must adequately cover the area under investigation [19] . The Web of Science (WoS) is an international and multidisciplinary tool for accessing literature in science, technology, biomedicine, and other disciplines. Scopus is a database that today indexes 40,562 peer-reviewed journals, compared to 24,831 for WoS. Thus, Scopus is currently the largest existing multidisciplinary database. However, it may also be necessary to include sources relevant to computer science, such as EI Compendex, IEEE Xplore, and ACM. Table 3 compares the area of expertise of a selection of databases.
Planning Step 3 “Select digital libraries”. Description of digital libraries in computer science and software engineering.
Database | Description | URL | Area | Advanced Search Y/N |
---|---|---|---|---|
Scopus | From Elsevier. sOne of the largest databases. Very user-friendly interface | Interdisciplinary | Y | |
Web of Science | From Clarivate. Multidisciplinary database with wide ranging content. | Interdisciplinary | Y | |
EI Compendex | From Elsevier. Focused on engineering literature. | Engineering | Y (Query view not available) | |
IEEE Digital Library | Contains scientific and technical articles published by IEEE and its publishing partners. | Engineering and Technology | Y | |
ACM Digital Library | Complete collection of ACM publications. | Computing and information technology | Y |
Authors should define the inclusion and exclusion criteria before conducting the review to prevent bias, although these can be adjusted later, if necessary. The selection of primary studies will depend on these criteria. Articles are included or excluded in this first selection based on abstract and primary bibliographic data. When unsure, the article is skimmed to further decide the relevance for the review. Table 4 sets out some criteria types with descriptions and examples.
Planning Step 4 “Define inclusion and exclusion criteria”. Examples of criteria type.
Criteria Type | Description | Example |
---|---|---|
Period | Articles can be selected based on the time period to review, e.g., reviewing the technology under study from the year it emerged, or reviewing progress in the field since the publication of a prior literature review. | : From 2015 to 2021 Articles prior 2015 |
Language | Articles can be excluded based on language. | : Articles not in English |
Type of Literature | Articles can be excluded if they are fall into the category of grey literature. | Reports, policy literature, working papers, newsletters, government documents, speeches |
Type of source | Articles can be included or excluded by the type of origin, i.e., conference or journal articles or books. | : Articles from Conferences or Journals Articles from books |
Impact Source | Articles can be excluded if the author limits the impact factor or quartile of the source. | Articles from Q1, and Q2 sources : Articles with a Journal Impact Score (JIS) lower than |
Accessibility | Not accessible in specific databases. | : Not accessible |
Relevance to research questions | Articles can be excluded if they are not relevant to a particular question or to “ ” number of research questions. | Not relevant to at least 2 research questions |
Assessing the quality of an article requires an artifact which describes how to perform a detailed assessment. A typical quality assessment is a checklist that contains multiple factors to evaluate. A numerical scale is used to assess the criteria and quantify the QA [22] . Zhou et al. [25] presented a detailed description of assessment criteria in software engineering, classified into four main aspects of study quality: Reporting, Rigor, Credibility, and Relevance. Each of these criteria can be evaluated using, for instance, a Likert-type scale [17] , as shown in Table 5 . It is essential to select the same scale for all criteria established on the quality assessment.
Planning Step 5 “Define QA assessment checklist”. Examples of QA scales and questions.
Do the researchers discuss any problems (limitations, threats) with the validity of their results (reliability)? | 1 – No, and not considered (Score: 0) 2 – Partially (Score: 0.5) 3 – Yes (Score: 1) |
Is there a clear definition/ description/ statement of the aims/ goals/ purposes/ motivations/ objectives/ questions of the research? | 1 – Disagree (Score: 1) 2 – Somewhat disagree (Score: 2) 3 – Neither agree nor disagree (Score: 3) 4 – Somewhat agree (Score: 4) 5 – Agree (Score: 5) |
The data extraction form represents the information necessary to answer the research questions established for the review. Synthesizing the articles is a crucial step when conducting research. Ramesh et al. [15] presented a classification scheme for computer science research, based on topics, research methods, and levels of analysis that can be used to categorize the articles selected. Classification methods and fields to consider when conducting a review are presented in Table 6 .
Planning Step 6 “Define data extraction form”. Examples of fields.
Classification and fields to consider for data extraction | Description and examples |
---|---|
Research type | • focuses on abstract ideas, concepts, and theories built on literature reviews . • uses scientific data or case studies for explorative, descriptive, explanatory, or measurable findings . an SLR on context-awareness for S-PSS and categorized the articles in theoretical and empirical research. |
By process phases, stages | When analyzing a process or series of processes, an effective way to structure the data is to find a well-established framework of reference or architecture. : • an SLR on self-adaptive systems uses the MAPE-K model to understand how the authors tackle each module stage. • presented a context-awareness survey using the stages of context-aware lifecycle to review different methods. |
By technology, framework, or platform | When analyzing a computer science topic, it is important to know the technology currently employed to understand trends, benefits, or limitations. : • an SLR on the big data ecosystem in the manufacturing field that includes frameworks, tools, and platforms for each stage of the big data ecosystem. |
By application field and/or industry domain | If the review is not limited to a specific “Context” or “Population" (industry domain), it can be useful to identify the field of application : • an SLR on adaptive training using virtual reality (VR). The review presents an extensive description of multiple application domains and examines related work. |
Gaps and challenges | Identifying gaps and challenges is important in reviews to determine the research needs and further establish research directions that can help scholars act on the topic. |
Findings in research | Research in computer science can deliver multiple types of findings, e.g.: |
Evaluation method | Case studies, experiments, surveys, mathematical demonstrations, and performance indicators. |
The data extraction must be relevant to the research questions, and the relationship to each of the questions should be included in the form. Kitchenham & Charters [6] presented more pertinent data that can be captured, such as conclusions, recommendations, strengths, and weaknesses. Although the data extraction form can be updated if more information is needed, this should be treated with caution since it can be time-consuming. It can therefore be helpful to first have a general background in the research topic to determine better data extraction criteria.
After defining the protocol, conducting the review requires following each of the steps previously described. Using tools can help simplify the performance of this task. Standard tools such as Excel or Google sheets allow multiple researchers to work collaboratively. Another online tool specifically designed for performing SLRs is Parsif.al 1 . This tool allows researchers, especially in the context of software engineering, to define goals and objectives, import articles using BibTeX files, eliminate duplicates, define selection criteria, and generate reports.
Search strings are built considering the PICOC elements and synonyms to execute the search in each database library. A search string should separate the synonyms with the boolean operator OR. In comparison, the PICOC elements are separated with parentheses and the boolean operator AND. An example is presented next:
(“Smart Manufacturing” OR “Digital Manufacturing” OR “Smart Factory”) AND (“Business Process Management” OR “BPEL” OR “BPM” OR “BPMN”) AND (“Semantic Web” OR “Ontology” OR “Semantic” OR “Semantic Web Service”) AND (“Framework” OR “Extension” OR “Plugin” OR “Tool”
Databases that feature advanced searches enable researchers to perform search queries based on titles, abstracts, and keywords, as well as for years or areas of research. Fig. 1 presents the example of an advanced search in Scopus, using titles, abstracts, and keywords (TITLE-ABS-KEY). Most of the databases allow the use of logical operators (i.e., AND, OR). In the example, the search is for “BIG DATA” and “USER EXPERIENCE” or “UX” as a synonym.
Example of Advanced search on Scopus.
In general, bibliometric data of articles can be exported from the databases as a comma-separated-value file (CSV) or BibTeX file, which is helpful for data extraction and quantitative and qualitative analysis. In addition, researchers should take advantage of reference-management software such as Zotero, Mendeley, Endnote, or Jabref, which import bibliographic information onto the software easily.
The first step in this stage is to identify any duplicates that appear in the different searches in the selected databases. Some automatic procedures, tools like Excel formulas, or programming languages (i.e., Python) can be convenient here.
In the second step, articles are included or excluded according to the selection criteria, mainly by reading titles and abstracts. Finally, the quality is assessed using the predefined scale. Fig. 2 shows an example of an article QA evaluation in Parsif.al, using a simple scale. In this scenario, the scoring procedure is the following YES= 1, PARTIALLY= 0.5, and NO or UNKNOWN = 0 . A cut-off score should be defined to filter those articles that do not pass the QA. The QA will require a light review of the full text of the article.
Performing quality assessment (QA) in Parsif.al.
Those articles that pass the study selection are then thoroughly and critically read. Next, the researcher completes the information required using the “data extraction” form, as illustrated in Fig. 3 , in this scenario using Parsif.al tool.
Example of data extraction form using Parsif.al.
The information required (study characteristics and findings) from each included study must be acquired and documented through careful reading. Data extraction is valuable, especially if the data requires manipulation or assumptions and inferences. Thus, information can be synthesized from the extracted data for qualitative or quantitative analysis [16] . This documentation supports clarity, precise reporting, and the ability to scrutinize and replicate the examination.
The analysis phase examines the synthesized data and extracts meaningful information from the selected articles [10] . There are two main goals in this phase.
The first goal is to analyze the literature in terms of leading authors, journals, countries, and organizations. Furthermore, it helps identify correlations among topic s . Even when not mandatory, this activity can be constructive for researchers to position their work, find trends, and find collaboration opportunities. Next, data from the selected articles can be analyzed using bibliometric analysis (BA). BA summarizes large amounts of bibliometric data to present the state of intellectual structure and emerging trends in a topic or field of research [4] . Table 7 sets out some of the most common bibliometric analysis representations.
Techniques for bibliometric analysis and examples.
Publication-related analysis | Description | Example |
---|---|---|
Years of publications | Determine interest in the research topic by years or the period established by the SLR, by quantifying the number of papers published. Using this information, it is also possible to forecast the growth rate of research interest. | [ ] identified the growth rate of research interest and the yearly publication trend. |
Top contribution journals/conferences | Identify the leading journals and conferences in which authors can share their current and future work. | , |
Top countries' or affiliation contributions | Examine the impacts of countries or affiliations leading the research topic. | [ , ] identified the most influential countries. |
Leading authors | Identify the most significant authors in a research field. | - |
Keyword correlation analysis | Explore existing relationships between topics in a research field based on the written content of the publication or related keywords established in the articles. | using keyword clustering analysis ( ). using frequency analysis. |
Total and average citation | Identify the most relevant publications in a research field. | Scatter plot citation scores and journal factor impact |
Several tools can perform this type of analysis, such as Excel and Google Sheets for statistical graphs or using programming languages such as Python that has available multiple data visualization libraries (i.e. Matplotlib, Seaborn). Cluster maps based on bibliographic data(i.e keywords, authors) can be developed in VosViewer which makes it easy to identify clusters of related items [18] . In Fig. 4 , node size is representative of the number of papers related to the keyword, and lines represent the links among keyword terms.
[1] Keyword co-relationship analysis using clusterization in vos viewer.
This second and most important goal is to answer the formulated research questions, which should include a quantitative and qualitative analysis. The quantitative analysis can make use of data categorized, labelled, or coded in the extraction form (see Section 1.6). This data can be transformed into numerical values to perform statistical analysis. One of the most widely employed method is frequency analysis, which shows the recurrence of an event, and can also represent the percental distribution of the population (i.e., percentage by technology type, frequency of use of different frameworks, etc.). Q ualitative analysis includes the narration of the results, the discussion indicating the way forward in future research work, and inferring a conclusion.
Finally, the literature review report should state the protocol to ensure others researchers can replicate the process and understand how the analysis was performed. In the protocol, it is essential to present the inclusion and exclusion criteria, quality assessment, and rationality beyond these aspects.
The presentation and reporting of results will depend on the structure of the review given by the researchers conducting the SLR, there is no one answer. This structure should tie the studies together into key themes, characteristics, or subgroups [ 28 ].
SLR can be an extensive and demanding task, however the results are beneficial in providing a comprehensive overview of the available evidence on a given topic. For this reason, researchers should keep in mind that the entire process of the SLR is tailored to answer the research question(s). This article has detailed a practical guide with the essential steps to conducting an SLR in the context of computer science and software engineering while citing multiple helpful examples and tools. It is envisaged that this method will assist researchers, and particularly early-stage researchers, in following an algorithmic approach to fulfill this task. Finally, a quick checklist is presented in Appendix A as a companion of this article.
Angela Carrera-Rivera: Conceptualization, Methodology, Writing-Original. William Ochoa-Agurto : Methodology, Writing-Original. Felix Larrinaga : Reviewing and Supervision Ganix Lasa: Reviewing and Supervision.
The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
Funding : This project has received funding from the European Union's Horizon 2020 research and innovation programme under the Marie Sklodowska-Curie Grant No. 814078.
Carrera-Rivera, A., Larrinaga, F., & Lasa, G. (2022). Context-awareness for the design of Smart-product service systems: Literature review. Computers in Industry, 142, 103730.
1 https://parsif.al/
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from Part I - From Idea to Reality: The Basics of Research
Published online by Cambridge University Press: 25 May 2023
A literature review is a survey of scholarly sources that establishes familiarity with and an understanding of current research in a particular field. It includes a critical analysis of the relationship among different works, seeking a synthesis and an explanation of gaps, while relating findings to the project at hand. It also serves as a foundational aspect of a well-grounded thesis or dissertation, reveals gaps in a specific field, and establishes credibility and need for those applying for a grant. The enormous amount of textual information necessitates the development of tools to help researchers effectively and efficiently process huge amounts of data and quickly search, classify, and assess their relevance. This chapter presents an assessable guide to writing a comprehensive review of literature. It begins with a discussion of the purpose of the literature review and then presents steps to conduct an organized, relevant review.
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A literature review is an integrated analysis -- not just a summary-- of scholarly writings and other relevant evidence related directly to your research question. That is, it represents a synthesis of the evidence that provides background information on your topic and shows a association between the evidence and your research question.
A literature review may be a stand alone work or the introduction to a larger research paper, depending on the assignment. Rely heavily on the guidelines your instructor has given you.
Why is it important?
A literature review is important because it:
APA Style Blog - for those harder to find answers
Your literature review should be guided by your central research question. The literature represents background and research developments related to a specific research question, interpreted and analyzed by you in a synthesized way.
How many studies do you need to look at? How comprehensive should it be? How many years should it cover?
Make a list of the databases you will search.
Where to find databases:
Some questions to help you analyze the research:
Tips:
Home » Literature Review – Types Writing Guide and Examples
Table of Contents
Definition:
A literature review is a comprehensive and critical analysis of the existing literature on a particular topic or research question. It involves identifying, evaluating, and synthesizing relevant literature, including scholarly articles, books, and other sources, to provide a summary and critical assessment of what is known about the topic.
Types of Literature Review are as follows:
Parts of a literature review are as follows:
The introduction of a literature review typically provides background information on the research topic and why it is important. It outlines the objectives of the review, the research question or hypothesis, and the scope of the review.
This section outlines the search strategy and databases used to identify relevant literature. The search terms used, inclusion and exclusion criteria, and any limitations of the search are described.
The literature analysis is the main body of the literature review. This section summarizes and synthesizes the literature that is relevant to the research question or hypothesis. The review should be organized thematically, chronologically, or by methodology, depending on the research objectives.
Critical evaluation involves assessing the quality and validity of the literature. This includes evaluating the reliability and validity of the studies reviewed, the methodology used, and the strength of the evidence.
The conclusion of the literature review should summarize the main findings, identify any gaps in the literature, and suggest areas for future research. It should also reiterate the importance of the research question or hypothesis and the contribution of the literature review to the overall research project.
The references list includes all the sources cited in the literature review, and follows a specific referencing style (e.g., APA, MLA, Harvard).
Here are some steps to follow when writing a literature review:
Here’s an example of how a literature review can be conducted for a thesis on the topic of “ The Impact of Social Media on Teenagers’ Mental Health”:
For example, after conducting a literature review on the impact of social media on teenagers’ mental health, a thesis might look like this:
“Using a mixed-methods approach, this study aims to investigate the relationship between social media use and mental health outcomes in teenagers. Specifically, the study will examine the effects of cyberbullying, social comparison, and excessive social media use on self-esteem, anxiety, and depression. Through an analysis of survey data and qualitative interviews with teenagers, the study will provide insight into the complex relationship between social media use and mental health outcomes, and identify strategies for promoting positive mental health outcomes in young people.”
Reference: Smith, J., Jones, M., & Lee, S. (2019). The effects of social media use on adolescent mental health: A systematic review. Journal of Adolescent Health, 65(2), 154-165. doi:10.1016/j.jadohealth.2019.03.024
Reference Example: Author, A. A., Author, B. B., & Author, C. C. (Year). Title of article. Title of Journal, volume number(issue number), page range. doi:0000000/000000000000 or URL
some applications of literature review in different fields:
Here are some applications of literature review in research:
Some of the specific purposes of a literature review are as follows:
Some Characteristics of Literature Review are as follows:
There are several advantages to conducting a literature review as part of a research project, including:
Limitations of Literature Review are as follows:
Researcher, Academic Writer, Web developer
A literature review involves researching, reading, analyzing, evaluating, and summarizing scholarly literature (typically journals and articles) about a specific topic. The results of a literature review may be an entire report or article OR may be part of a article, thesis, dissertation, or grant proposal. A literature review helps the author learn about the history and nature of their topic, and identify research gaps and problems.
Problem formulation
Elements of a Literature Review
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Does your assignment or publication require that you write a literature review? This guide is intended to help you understand what a literature is, why it is worth doing, and some quick tips composing one.
What is a literature review .
Typically, a literature review is a written discussion that examines publications about a particular subject area or topic. Depending on disciplines, publications, or authors a literature review may be:
A summary of sources An organized presentation of sources A synthesis or interpretation of sources An evaluative analysis of sources
A Literature Review may be part of a process or a product. It may be:
A part of your research process A part of your final research publication An independent publication
The Literature Review will place your research in context. It will help you and your readers:
Locate patterns, relationships, connections, agreements, disagreements, & gaps in understanding Identify methodological and theoretical foundations Identify landmark and exemplary works Situate your voice in a broader conversation with other writers, thinkers, and scholars
The Literature Review will aid your research process. It will help you to:
Establish your knowledge Understand what has been said Define your questions Establish a relevant methodology Refine your voice Situate your voice in the conversation
The Literature Review structure and organization may include sections such as:
An introduction or overview A body or organizational sub-divisions A conclusion or an explanation of significance
The body of a literature review may be organized in several ways, including:
Chronologically: organized by date of publication Methodologically: organized by type of research method used Thematically: organized by concept, trend, or theme Ideologically: organized by belief, ideology, or school of thought
A literature review is a discussion of the literature (aka. the "research" or "scholarship") surrounding a certain topic. A good literature review doesn't simply summarize the existing material, but provides thoughtful synthesis and analysis. The purpose of a literature review is to orient your own work within an existing body of knowledge. A literature review may be written as a standalone piece or be included in a larger body of work.
You can read more about literature reviews, what they entail, and how to write one, using the resources below.
Dr. Zina O'Leary explains the misconceptions and struggles students often have with writing a literature review. She also provides step-by-step guidance on writing a persuasive literature review.
Dr. Eric Jensen, Professor of Sociology at the University of Warwick, and Dr. Charles Laurie, Director of Research at Verisk Maplecroft, explain how to write a literature review, and why researchers need to do so. Literature reviews can be stand-alone research or part of a larger project. They communicate the state of academic knowledge on a given topic, specifically detailing what is still unknown.
This is the first video in a whole series about literature reviews. You can find the rest of the series in our SAGE database, Research Methods:
Videos covering research methods and statistics
Finding connections between sources is key to organizing the arguments and structure of a good literature review. In this video, you'll learn how to identify themes, debates, and gaps between sources, using examples from real papers.
While each review will be unique in its structure--based on both the existing body of both literature and the overall goals of your own paper, dissertation, or research--this video from Scribbr does a good job simplifying the goals of writing a literature review for those who are new to the process. In this video, you’ll learn what to include in each section, as well as 4 tips for the main body illustrated with an example.
One of the most daunting aspects of writing a literature review is organizing your research. There are a variety of strategies that you can use to help you in this task. We've highlighted just a few ways writers keep track of all that information! You can use a combination of these tools or come up with your own organizational process. The key is choosing something that works with your own learning style.
Citation managers are great tools, in general, for organizing research, but can be especially helpful when writing a literature review. You can keep all of your research in one place, take notes, and organize your materials into different folders or categories. Read more about citations managers here:
Some writers use concept mapping (sometimes called flow or bubble charts or "mind maps") to help them visualize the ways in which the research they found connects.
There is no right or wrong way to make a concept map. There are a variety of online tools that can help you create a concept map or you can simply put pen to paper. To read more about concept mapping, take a look at the following help guides:
A synthesis matrix is is a chart you can use to help you organize your research into thematic categories. By organizing your research into a matrix, like the examples below, can help you visualize the ways in which your sources connect.
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Reproduced from Grant, M. J. and Booth, A. (2009), A typology of reviews: an analysis of 14 review types and associated methodologies. Health Information & Libraries Journal, 26: 91–108. doi:10.1111/j.1471-1842.2009.00848.x
Aims to demonstrate writer has extensively researched literature and critically evaluated its quality. Goes beyond mere description to include degree of analysis and conceptual innovation. Typically results in hypothesis or mode | Seeks to identify most significant items in the field | No formal quality assessment. Attempts to evaluate according to contribution | Typically narrative, perhaps conceptual or chronological | Significant component: seeks to identify conceptual contribution to embody existing or derive new theory | |
Generic term: published materials that provide examination of recent or current literature. Can cover wide range of subjects at various levels of completeness and comprehensiveness. May include research findings | May or may not include comprehensive searching | May or may not include quality assessment | Typically narrative | Analysis may be chronological, conceptual, thematic, etc. | |
Mapping review/ systematic map | Map out and categorize existing literature from which to commission further reviews and/or primary research by identifying gaps in research literature | Completeness of searching determined by time/scope constraints | No formal quality assessment | May be graphical and tabular | Characterizes quantity and quality of literature, perhaps by study design and other key features. May identify need for primary or secondary research |
Technique that statistically combines the results of quantitative studies to provide a more precise effect of the results | Aims for exhaustive, comprehensive searching. May use funnel plot to assess completeness | Quality assessment may determine inclusion/ exclusion and/or sensitivity analyses | Graphical and tabular with narrative commentary | Numerical analysis of measures of effect assuming absence of heterogeneity | |
Refers to any combination of methods where one significant component is a literature review (usually systematic). Within a review context it refers to a combination of review approaches for example combining quantitative with qualitative research or outcome with process studies | Requires either very sensitive search to retrieve all studies or separately conceived quantitative and qualitative strategies | Requires either a generic appraisal instrument or separate appraisal processes with corresponding checklists | Typically both components will be presented as narrative and in tables. May also employ graphical means of integrating quantitative and qualitative studies | Analysis may characterise both literatures and look for correlations between characteristics or use gap analysis to identify aspects absent in one literature but missing in the other | |
Generic term: summary of the [medical] literature that attempts to survey the literature and describe its characteristics | May or may not include comprehensive searching (depends whether systematic overview or not) | May or may not include quality assessment (depends whether systematic overview or not) | Synthesis depends on whether systematic or not. Typically narrative but may include tabular features | Analysis may be chronological, conceptual, thematic, etc. | |
Method for integrating or comparing the findings from qualitative studies. It looks for ‘themes’ or ‘constructs’ that lie in or across individual qualitative studies | May employ selective or purposive sampling | Quality assessment typically used to mediate messages not for inclusion/exclusion | Qualitative, narrative synthesis | Thematic analysis, may include conceptual models | |
Assessment of what is already known about a policy or practice issue, by using systematic review methods to search and critically appraise existing research | Completeness of searching determined by time constraints | Time-limited formal quality assessment | Typically narrative and tabular | Quantities of literature and overall quality/direction of effect of literature | |
Preliminary assessment of potential size and scope of available research literature. Aims to identify nature and extent of research evidence (usually including ongoing research) | Completeness of searching determined by time/scope constraints. May include research in progress | No formal quality assessment | Typically tabular with some narrative commentary | Characterizes quantity and quality of literature, perhaps by study design and other key features. Attempts to specify a viable review | |
Tend to address more current matters in contrast to other combined retrospective and current approaches. May offer new perspectives | Aims for comprehensive searching of current literature | No formal quality assessment | Typically narrative, may have tabular accompaniment | Current state of knowledge and priorities for future investigation and research | |
Seeks to systematically search for, appraise and synthesis research evidence, often adhering to guidelines on the conduct of a review | Aims for exhaustive, comprehensive searching | Quality assessment may determine inclusion/exclusion | Typically narrative with tabular accompaniment | What is known; recommendations for practice. What remains unknown; uncertainty around findings, recommendations for future research | |
Combines strengths of critical review with a comprehensive search process. Typically addresses broad questions to produce ‘best evidence synthesis’ | Aims for exhaustive, comprehensive searching | May or may not include quality assessment | Minimal narrative, tabular summary of studies | What is known; recommendations for practice. Limitations | |
Attempt to include elements of systematic review process while stopping short of systematic review. Typically conducted as postgraduate student assignment | May or may not include comprehensive searching | May or may not include quality assessment | Typically narrative with tabular accompaniment | What is known; uncertainty around findings; limitations of methodology | |
Specifically refers to review compiling evidence from multiple reviews into one accessible and usable document. Focuses on broad condition or problem for which there are competing interventions and highlights reviews that address these interventions and their results | Identification of component reviews, but no search for primary studies | Quality assessment of studies within component reviews and/or of reviews themselves | Graphical and tabular with narrative commentary | What is known; recommendations for practice. What remains unknown; recommendations for future research |
Literature reviews.
Finding literature on research methodologies, sage research methods online.
Research methodology is the specific strategies, processes, or techniques utilised in the collection of information that is created and analysed.
The methodology section of a research paper, or thesis, enables the reader to critically evaluate the study’s validity and reliability by addressing how the data was collected or generated, and how it was analysed.
There are three main types of research methods which use different designs for data collection.
Qualitative research gathers data about lived experiences, emotions or behaviours, and the meanings individuals attach to them. It assists in enabling researchers to gain a better understanding of complex concepts, social interactions or cultural phenomena. This type of research is useful in the exploration of how or why things have occurred, interpreting events and describing actions.
Examples of qualitative research designs include:
Quantitative research gathers numerical data which can be ranked, measured or categorised through statistical analysis. It assists with uncovering patterns or relationships, and for making generalisations. This type of research is useful for finding out how many, how much, how often, or to what extent.
Examples of quantitative research designs include:
Mixed Methods research integrates both Qualitative research and Quantitative research. It provides a holistic approach combining and analysing the statistical data with deeper contextualised insights. Using Mixed Methods also enables triangulation, or verification, of the data from two or more sources.
Sometimes in your literature review, you might need to discuss and evaluate relevant research methodologies in order to justify your own choice of research methodology.
When searching for literature on research methodologies it is important to search across a range of sources. No single information source will supply all that you need. Selecting appropriate sources will depend upon your research topic.
Developing a robust search strategy will help reduce irrelevant results. It is good practice to plan a strategy before you start to search.
(1) free text keywords.
Free text searching is the use of natural language words to conduct your search. Use selective free text keywords such as: phenomenological, "lived experience", "grounded theory", "life experiences", "focus groups", interview, quantitative, survey, validity, variance, correlation and statistical.
To locate books on your desired methodology, try LibrarySearch . Remember to use refine options such as books, ebooks, subject, and publication date.
Databases categorise their records using subject terms, or a controlled vocabulary (thesaurus). These subject headings may be useful to use, in addition to utilising free text keywords in a database search.
Subject headings will differ across databases, for example, the PubMed database uses 'Qualitative Research' whilst the CINHAL database uses 'Qualitative Studies.'
Databases enable sets of results to be limited or filtered by specific fields, look for options such as Publication Type, Article Type, etc. and apply them to your search.
To find books on research methods browse the Library shelves at call number 001.42
SAGE Research Methods Overview (2:07 min) by SAGE Publishing ( YouTube )
There are many types of literature review. The choice of a specific type depends on your research approach and design. The following types of literature review are the most popular in business studies:
Narrative literature review , also referred to as traditional literature review, critiques literature and summarizes the body of a literature. Narrative review also draws conclusions about the topic and identifies gaps or inconsistencies in a body of knowledge. You need to have a sufficiently focused research question to conduct a narrative literature review
Systematic literature review requires more rigorous and well-defined approach compared to most other types of literature review. Systematic literature review is comprehensive and details the timeframe within which the literature was selected. Systematic literature review can be divided into two categories: meta-analysis and meta-synthesis.
When you conduct meta-analysis you take findings from several studies on the same subject and analyze these using standardized statistical procedures. In meta-analysis patterns and relationships are detected and conclusions are drawn. Meta-analysis is associated with deductive research approach.
Meta-synthesis, on the other hand, is based on non-statistical techniques. This technique integrates, evaluates and interprets findings of multiple qualitative research studies. Meta-synthesis literature review is conducted usually when following inductive research approach.
Scoping literature review , as implied by its name is used to identify the scope or coverage of a body of literature on a given topic. It has been noted that “scoping reviews are useful for examining emerging evidence when it is still unclear what other, more specific questions can be posed and valuably addressed by a more precise systematic review.” [1] The main difference between systematic and scoping types of literature review is that, systematic literature review is conducted to find answer to more specific research questions, whereas scoping literature review is conducted to explore more general research question.
Argumentative literature review , as the name implies, examines literature selectively in order to support or refute an argument, deeply imbedded assumption, or philosophical problem already established in the literature. It should be noted that a potential for bias is a major shortcoming associated with argumentative literature review.
Integrative literature review reviews , critiques, and synthesizes secondary data about research topic in an integrated way such that new frameworks and perspectives on the topic are generated. If your research does not involve primary data collection and data analysis, then using integrative literature review will be your only option.
Theoretical literature review focuses on a pool of theory that has accumulated in regard to an issue, concept, theory, phenomena. Theoretical literature reviews play an instrumental role in establishing what theories already exist, the relationships between them, to what degree existing theories have been investigated, and to develop new hypotheses to be tested.
At the earlier parts of the literature review chapter, you need to specify the type of your literature review your chose and justify your choice. Your choice of a specific type of literature review should be based upon your research area, research problem and research methods. Also, you can briefly discuss other most popular types of literature review mentioned above, to illustrate your awareness of them.
[1] Munn, A. et. al. (2018) “Systematic review or scoping review? Guidance for authors when choosing between a systematic or scoping review approach” BMC Medical Research Methodology
John Dudovskiy
Introduction, conclusions, recommendations and limitations of the study, supplementary data, data availability.
Rachel Rahman, Caitlin Reid, Philip Kloer, Anna Henchie, Andrew Thomas, Reyer Zwiggelaar, A systematic review of literature examining the application of a social model of health and wellbeing, European Journal of Public Health , Volume 34, Issue 3, June 2024, Pages 467–472, https://doi.org/10.1093/eurpub/ckae008
Following years of sustained pressure on the UK health service, there is recognition amongst health professionals and stakeholders that current models of healthcare are likely to be inadequate going forward. Therefore, a fundamental review of existing social models of healthcare is needed to ascertain current thinking in this area, and whether there is a need to change perspective on current thinking.
Through a systematic research review, this paper seeks to address how previous literature has conceptualized a social model of healthcare and, how implementation of the models has been evaluated. Analysis and data were extracted from 222 publications and explored the country of origin, methodological approach, and the health and social care contexts which they were set.
The publications predominantly drawn from the USA, UK, Australia, Canada and Europe identified five themes namely: the lack of a clear and unified definition of a social model of health and wellbeing; the need to understand context; the need for cultural change; improved integration and collaboration towards a holistic and person-centred approach; measuring and evaluating the performance of a social model of health.
The review identified a need for a clear definition of a social model of health and wellbeing. Furthermore, consideration is needed on how a model integrates with current models and whether it will act as a descriptive framework or, will be developed into an operational model. The review highlights the importance of engagement with users and partner organizations in the co-creation of a model of healthcare.
Following years of sustained and increasing pressure brought about through inadequate planning and chronic under-resourcing including the unprecedented challenges of the Covid-19 pandemic, the UK NHS is at crisis point. 1 The incidents of chronic disease continue to increase alongside an ageing population who have more complex health and wellbeing needs, whilst recruitment and retention of staff continue to be insufficient to meet these increased demands. 1 Furthermore, the Covid-19 pandemic has only served to exacerbate pressures, resulting in delays in; patient presentation, 2 poor public mental health 3 strain and burnout amongst workforce. 4 However, preceding the pandemic there was already recognition of a need for a change to the current biomedical model of care to better prevent and treat the needs of the population. 5
While it is recognized that demands on the healthcare system are increasing rapidly, the biomedical model used to deal with these issues (which is the current model of healthcare provision in the UK) has largely remained unchanged over the years. The biomedical model takes the perspective that ill-health stems from biological factors and operates on the theory that good health and wellbeing is merely the absence of illness. Application of the model therefore focuses treatment on the management of symptoms and cure of disease from a biological perspective. This suggests that the biomedical approach is mainly reactive in nature and whilst rapid advancements in technology such as diagnostics and robotics have significantly improved patient outcomes and identification of early onset of disease, it does not fully extend into managing the social determinants that can play an important role in the prevention of disease. Therefore, despite its contribution in advancing many areas of biological and health research, the biomedical model has come under increasing scrutiny. 6 This is in part due to the growing recognition of the impact of those wider social determinants on health, ill-health and wellbeing including physical, mental and social wellbeing which moves the focus beyond individual physical abilities or dysfunction. 7–9 In order to address these determinants, action needs to be taken through developing policies in a range of non-medical areas such as social, economic and environment so that they regulate the commercial and corporate determinants. In this sense, we can quickly see that the traditional biological model rapidly becomes inadequate. With the current model, health care and clinical staff can do little to affect these determinants and as such can do little to assist the individual patient or society. The efficiency and effectiveness of clinical work will undoubtedly improve if staff have the ability to observe and understand the wider social determinants and consequences of the individual patients’ condition. Therefore, in order to provide a basis for understanding the determinants of disease and arriving at rational treatments and patterns of health care, a medical model must also take into account the patient, the social context in which they live, and a system devised by society to deal with the disruptive effects of illness, that is, the physician’s role and that of the health care system. Models such as Engel’s biopsychosocial model, 9 , 10 the social model of disability, social–ecological models of health 10 , 11 including the World Health Organisation’s framework for action on social determinants of health 8 , 9 are all proposed as attempting to integrate these wider social determinants.
However, the ability of health systems to effectively transition away from a dominant biomedical model to the adoption of a social model of health and care have yet to be fully developed. Responsibility for taking action on these social determinants will need to come from other sectors and policy areas and so future health policy will need to evolve into a more comprehensive and holistic social model of health and wellbeing. Wales’ flagship Wellbeing of Future Generations Act 12 for instance outlines ways of working towards sustainable development and includes the need to collaborate with society and communities in developing and achieving wellbeing goals. However, developing and implementing an effective operational model that allows multi-stakeholder integration will prove far more difficult to achieve than creating the polices. Furthermore, if the implementation of a robust model of social health is achievable, it’s efficiency, effectiveness and ability to deliver has yet to be proven. Therefore, any future model will need to extend past its conceptual development and provide an ability to manage the complex interactions that will exist between the stakeholders and polices.
Therefore, the use of the term ‘model’ poses its own challenges and debates. Different disciplines attribute differing parameters to what constitutes a model and this in turn may influence the interpretations or expectations surrounding what a model should comprise of or deliver. 13 According to numerous authors, a model has no ontological category and as such anything from physical entities, theoretical concepts, descriptive frameworks or equations can feasibly be considered a model. 14 It appears therefore, that much discussion has focussed on the move towards a ‘descriptive’ Social Model of Health and Wellbeing in an attempt to view health more holistically and identify a wider range of determinants that can impact on the health of the population. However, in defining an operational social model of health that can facilitate organizational change, there may be a need to consider a more systems- or process-based approach.
As a result, this review seeks to systematically explore the academic literature in order to better understand how a social model of health and wellbeing is conceptualized, implemented, operationalized and evaluated in health and social care.
The review seeks to address the research questions:
How is ‘a social model of health and wellbeing’ conceptualized?
How have social models of health and wellbeing been implemented and evaluated?
A systematic search of the literature was carried out between 6 January 2022 and 20 January 2022. Using the search terms shown in table 1 , a systematic search was carried out using online databases PsycINFO, ASSIA, IBSS, Medline, Web of Science, CINHAL and SCOPUS. English language and peer-reviewed journals were selected as limiters.
Search terms
The search strategy considered research that explicitly included, framed, or adopted a ‘social model of health and wellbeing’. Each paper was checked for relevance and screened. The authors reviewed the literature using the Preferred Reporting Items for Systematic Reviews and Meta Analysis (PRISMA) method using the updated guidelines from 2020. 15 Figure 1 represents the process followed.
PRISMA flow chart.
A systematic search of the literature identified 222 eligible papers for inclusion in the final review. A data extraction table was used to extract information regarding location of the research, type of paper (e.g. review, empirical), service of interest and key findings. Quantitative studies were explored with a view to conducting a quantitative meta-analysis; however, given the disparate nature of the outcome measures, and research designs, this was deemed unfeasible. All included papers were coded using NVivo software with the identified research questions in mind, and re-analysed using Thematic Analysis 16 to explore common themes of relevance.
The majority of papers were from the USA (34%), with the UK (28%), Australia (16%), Canada (6%) and wider Europe (10%) also contributing to the field. The ‘other’ category (6%) was made up of single papers from other countries. Papers ranged in date from 1983 to 2021 with no noticeable temporal patterns in country of origin, health context or model definition. However, the volume of papers published relating to the social model for healthcare in each decade increased significantly, thus suggesting the increasing research interest towards the social model of healthcare. Table 2 shows the number of publications per decade that were identified from this study.
Publications identifying social models of healthcare.
Year of publication . | Number of publications identifying social models of healthcare . |
---|---|
1980s | 5 |
1990s | 11 |
2000 | 70 |
2010 | 87 |
2020–22 | 49 |
Year of publication . | Number of publications identifying social models of healthcare . |
---|---|
1980s | 5 |
1990s | 11 |
2000 | 70 |
2010 | 87 |
2020–22 | 49 |
Most of the papers were narrative reviews ( n = 90) with a smaller number of systematic reviews ( n = 9) and empirical research studies including qualitative ( n = 47), quantitative ( n = 39) and mixed methods ( n = 14) research. The remaining papers ( n = 23) comprised small samples of, for example, clinical commentaries, cost effectiveness analysis, discussion papers and impact assessment development papers. The qualitative meta-analysis identified five overarching themes in relation to the research questions, some with underlying sub-themes, which are outlined in figure 2 .
Overview of meta-synthesis themes.
There was common recognition amongst the papers that a key aim of applying a social model of health and wellbeing was to better address the social determinants of health. Papers identified and reviewed relevant frameworks and models, which they later used to conceptualize or frame their approach when attempting to apply a social model of health. Amongst the most commonly referenced was the WHO’s framework. 17 Engel’s biopsychosocial model 9 which was referred to as a seminal framework by many of the researchers. However, once criticism of the biopsychosocial model was its inability to fully address social needs. As a result, a number of papers reported the development of new or enhanced models that used the biopsychosocial model as their underpinning ‘social model’ 18 , 19 but then extended their work by including a wider set of social elements in their resulting models. 20 The Social ecological model, 11 the Society-Behaviour-Biology Nexus, 21 and the Environmental Affordances Model are such examples. 22 Further examples of ‘Social Models’ included the Model of Social Determinants of Health 23 which framed specific determinants of interest (namely social gradient, stress, early life, social exclusion, work, unemployment, social support, addiction, food and transport). Similarly, Dahlgren and Whitehead’s ‘social model’ 10 illustrates social determinants via a range of influential factors from the individual to the wider cultural and socioeconomic influences. However, none of these papers formally developed a working ‘definition’ of a social model of health and wellbeing, instead applying guiding principles and philosophies associated with a social model to their discussions or interventions. 24 , 25
Numerous articles highlight that in order to move towards a social model of health and wellbeing, it is important to understand the context of the environment in which the model will need to operate. This includes balancing the needs of the individual with the resulting model to have been co-created, developed and implemented within the community whilst ensuring that the complexity of interaction between the social determinants of health and their influence on health and wellbeing outcomes are delivered effectively and efficiently.
The literature identified the complex multi-disciplinary nature of a variety of conditions or situations involving medical care. These included issues such as, but not exclusively, chronic pain, 26 cancer, 27 older adult care 28 and dementia, 29 thus indicating the complex arrangement of medical issues that a model will need to address and, where many authors acknowledged that the frequently used biomedical models failed to fully capture the holistic nature and need of patients. Papers outlined some of the key social determinants of health affecting the specific population of interest in their own context, highlighting the interactions between wider socioeconomic and cultural factors such as poverty, housing, isolation and transport and health and wellbeing outcomes. Interventions that had successfully addressed individual needs and successful embedded services in communities reported improved outcomes for end users and staff in the form of empowerment, agency, education and belonging. 30 There was also recognition that the transition to more community-based care could be challenging for health and social care providers who were having to work outside of their traditional models of care and accept a certain level of risk.
A number of papers referred to the need for a ‘culture change’ or ‘cultural shift’ in order to move towards a social model of health and wellbeing. Papers identified how ‘culture change models’ were implemented as a way of adapting to a social model. It was recognized that for culture change models to be effective, staff and the general public needed to be fully engaged with the entire move towards a social model, informing and shaping the mechanisms for the cultural shift as well as the application of the model itself.
The importance of integration and collaboration between health professionals, (which includes public, private and third sector organizations), services users and patients were emphasized in the ambition to achieve best practice when applying a social model of health and wellbeing. Papers identified the reported benefits of improved collaboration between, and integration of services which included improved continuity of care throughout complex pathways, 31 improved return to home or other setting on discharge, 25 and social connectedness. 32 Numerous papers discussed the importance of multi-disciplinary teams who were able to support individuals beyond the medicalized model.
A number of papers suggested specific professional roles or structures that would be ideal to act as champions or integrators of collaborative services and communities. 25 , 33 These could act as a link between secondary, primary and community level care helping to identify patient needs and supporting the integration of relevant services.
Individual papers applying and evaluating interventions based on a social model used a variety of methods to evaluate success. Amongst these, some of the most common outcome measures included; general self-report measures of outcomes such as mental health and perceptions of safety, 34 wellbeing, 35 life satisfaction and health social networks and support 19 Some included condition specific self-report outcomes relevant to the condition in question (e.g. pregnancy, anxiety) and pain inventories. 36 Other papers considered the in-depth experiences of users or service implementers through qualitative techniques such as in-person interviews. 37 , 38
However, the complexity of developing effective methods to evaluate social models of health were recognized. The need to consider the complex interactions between social determinants, and health, wellbeing, economic and societal outcomes posed particular challenges in developing consistency across evaluations that would enable a conclusive evaluation of the benefits of social models to wider health systems and societal health. Some criticized the over-reliance of quantitative and evidence-based practice methods of evaluation highlighting how these could fail to fully capture the complexity of human behaviour and the manner in which their lives could be affected.
The aim of this systematic review was to better understand how a social model of health and wellbeing is conceptualized, implemented and evaluated in health and social care. The review sought to address the research questions identified in the ‘Introduction’ section of this paper.
With regards to the conceptualization of a social model of health and wellbeing, analysis of the literature suggests that whilst the ethos, values and aspirations of achieving a unified model appears to have consensus. However, a fundamental weakness exists in that there is no single unified definition or operational model of a social model of health and wellbeing applied to the health and social care sector. The decision about how best to conceptualize a ‘social model’ is important both in terms of its operational value but also the implication of the associated semantics. However, without a single or unified definition then implementation or further, operationalization of any model will be almost impossible to develop. Furthermore, use of the term ‘social model’ arguably loses site of the biological factors that are clearly relevant in many elements of clinical medicine. Furthermore, there is no clarification in the literature about what would ‘not’ be considered a social model of health and wellbeing, potentially leading to confusion within health and social care sectors when addressing their wider social remit. This raises questions and requires decisions about whether implementation of a social model of health and wellbeing will need to work alongside or replace the existing biomedical approach.
Authors have advocated that a social model provides a way of ‘thinking’ or articulating an organization’s values and culture. 24 Common elements of the values associated with a social model amongst the papers reviewed included recognition and awareness of the social determinants of health, increased focus on preventative rather than reactive care, and similarly the importance of quality of ‘life’ as opposed to a focus on quality of ‘care’. However, whilst this approach enables individual services to consider how well their own practices align with a social model, the authors suggest that this does not provide large organizations such as the NHS, with multifaceted services and complex internal and external connections and networks, sufficient guidance to enable large scale evaluation or transition to a widespread operational model of a social model of health and wellbeing. This raises questions about what the model should be: whether its function is to support communication of a complex ethos to encourage reflection and engagement of its staff and end users, or to develop the current illustrative framework into a predictive model that can be utilized as an evaluative tool to inform and measure the success of widespread systems change.
Regarding the potential implementation of a future social model of health and wellbeing, none of the papers evaluated the complex widespread organizational implementation of a social model, instead focusing on specific organizational contexts of services such as long-term care in care homes, etc. Despite this, common elements of successful implementation did emerge from the synthesis. This included the need to wholeheartedly engage and be inclusive of end users in policy and practice change to fully understand the complexity of their social worlds and to ensure that changes to practice and policy were ‘developed with’, as opposed to ‘create for’, the wider public. This also involved ensuring that health, social care and wider multi-disciplinary teams were actively included in the process of culture change from an early stage.
The analysis identifies that a significant change of mindset and removal of perceived and actual hierarchical structures (that are historically embedded in health and social care structures) amongst both staff and public is needed although, eradicating socially embedded hierarchies will pose significant challenges in practice. Furthermore, the study revealed that many of the models proposed were conceptually underdeveloped and lacked the capability to be operationalized which in turn compromised their ability to be empirically tested. Therefore, in order that a future ‘implementable and operational’ model of social care and wellbeing can be created, further research into organizational behaviours, organizational learning and stakeholder theory (amongst others) applied to the social care and health environment is needed.
In attempting to conceptualize a definition for a social model of health and wellbeing, it is important to note that the model needs to be sufficiently broad in scope in order to include the prevailing biomedical while also including the need to draw in the social determinants that provide a view and future trajectory towards social health and wellbeing. Therefore, the authors suggest that the ‘preventative’ approach brought by the improvements in the social health determinants (social, cultural, political, environmental ) need to be balanced effectively with the ‘remedial/preventative’ focus of the biomedical model (and the associated advancements in diagnostics, technology, vaccines, etc), ensuring that a future model drives cultural change; improved integration and collaboration towards a holistic and person-centred approach whilst ensuring engagement with citizens, users, multi-disciplinary teams and partner organizations to ensure that transition towards a social model of health and wellbeing is undertaken.
Through a comprehensive literature analysis, this paper has provided evidence that advocates a move towards a social model of health and wellbeing. However, the study has predominantly considered mainly literature from the USA, UK, Canada and Australia and therefore is limited in scope at this stage. The authors are aware of the need to consider research undertaken in non-English speaking countries where a considerable body of knowledge also exists and which will add to further discussion about how that work dovetails into this body of literature and, how it aligns with the biomedical perspective. There is a need for complex organizations such as the NHS and allied organizations to agree a working definition of their model of health and wellbeing, whether that be a social model of health and wellbeing, a biopsychosocial model, a combined model, or indeed a new or revised perspective. 39
One limitation seen of the models within this study is that at a systems level, most models were conceptual models that characterized current systems or conditions and interventions to the current system that result in localized improvements in systems’ performance. However, for meaningful change to occur, a ‘future state’ model may need to focus on a behavioural systems approach allowing modelling of the complete system to take place in order to understand how the elements within the model 40 behave under different external conditions and how these behaviours affect overall system performance.
Furthermore, considerable work will be required to engage on a more equal footing with the public, health and social care staff as well as wider supporting organizations in developing workable principles and processes that fully embrace the equality of a social model and challenging the ‘power’ imbalances of the current biomedical model.
Supplementary data are available at EURPUB online.
This research was funded/commissioned by Hywel Dda University Health Board. The research was funded in two phases.
Conflicts of interest: None declared.
The datasets generated and/or analysed during the current study are available in the Data Archive at Aberystwyth University and have been included in the supplementary file attached to this submission. A full table of references for studies included in the review will be provided as a supplementary document. The references below refer to citations in the report which are in addition to the included studies of the synthesis.
The review identified five themes namely: the lack of a clear definition of a social model of health and wellbeing; the need to understand context; the need for cultural change; improved integration and collaboration towards a holistic and person-centred approach; measuring and evaluating the performance of a social model of health.
The review identified a need for organizations to decide on how a social model is to be defined especially at the interfaces between partner organizations and communities.
The implications for public policy in this paper highlights the importance of engagement with citizens, users, multi-disciplinary teams and partner organizations to ensure that transition towards a social model of health and wellbeing is undertaken with holistic needs as a central value.
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Open Access
Peer-reviewed
Research Article
Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Software, Validation, Visualization, Writing – original draft, Writing – review & editing
Affiliation Child and Adolescent Mental Health, Department of Brain Sciences, Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
Roles Conceptualization, Supervision, Validation, Writing – review & editing
* E-mail: [email protected]
Affiliation Behavioural Brain Sciences Unit, Population Policy Practice Programme, Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
Internet usage has seen a stark global rise over the last few decades, particularly among adolescents and young people, who have also been diagnosed increasingly with internet addiction (IA). IA impacts several neural networks that influence an adolescent’s behaviour and development. This article issued a literature review on the resting-state and task-based functional magnetic resonance imaging (fMRI) studies to inspect the consequences of IA on the functional connectivity (FC) in the adolescent brain and its subsequent effects on their behaviour and development. A systematic search was conducted from two databases, PubMed and PsycINFO, to select eligible articles according to the inclusion and exclusion criteria. Eligibility criteria was especially stringent regarding the adolescent age range (10–19) and formal diagnosis of IA. Bias and quality of individual studies were evaluated. The fMRI results from 12 articles demonstrated that the effects of IA were seen throughout multiple neural networks: a mix of increases/decreases in FC in the default mode network; an overall decrease in FC in the executive control network; and no clear increase or decrease in FC within the salience network and reward pathway. The FC changes led to addictive behaviour and tendencies in adolescents. The subsequent behavioural changes are associated with the mechanisms relating to the areas of cognitive control, reward valuation, motor coordination, and the developing adolescent brain. Our results presented the FC alterations in numerous brain regions of adolescents with IA leading to the behavioural and developmental changes. Research on this topic had a low frequency with adolescent samples and were primarily produced in Asian countries. Future research studies of comparing results from Western adolescent samples provide more insight on therapeutic intervention.
Citation: Chang MLY, Lee IO (2024) Functional connectivity changes in the brain of adolescents with internet addiction: A systematic literature review of imaging studies. PLOS Ment Health 1(1): e0000022. https://doi.org/10.1371/journal.pmen.0000022
Editor: Kizito Omona, Uganda Martyrs University, UGANDA
Received: December 29, 2023; Accepted: March 18, 2024; Published: June 4, 2024
Copyright: © 2024 Chang, Lee. This is an open access article distributed under the terms of the Creative Commons Attribution License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Data Availability: All relevant data are within the paper and its Supporting information files.
Funding: The authors received no specific funding for this work.
Competing interests: The authors have declared that no competing interests exist.
The behavioural addiction brought on by excessive internet use has become a rising source of concern [ 1 ] since the last decade. According to clinical studies, individuals with Internet Addiction (IA) or Internet Gaming Disorder (IGD) may have a range of biopsychosocial effects and is classified as an impulse-control disorder owing to its resemblance to pathological gambling and substance addiction [ 2 , 3 ]. IA has been defined by researchers as a person’s inability to resist the urge to use the internet, which has negative effects on their psychological well-being as well as their social, academic, and professional lives [ 4 ]. The symptoms can have serious physical and interpersonal repercussions and are linked to mood modification, salience, tolerance, impulsivity, and conflict [ 5 ]. In severe circumstances, people may experience severe pain in their bodies or health issues like carpal tunnel syndrome, dry eyes, irregular eating and disrupted sleep [ 6 ]. Additionally, IA is significantly linked to comorbidities with other psychiatric disorders [ 7 ].
Stevens et al (2021) reviewed 53 studies including 17 countries and reported the global prevalence of IA was 3.05% [ 8 ]. Asian countries had a higher prevalence (5.1%) than European countries (2.7%) [ 8 ]. Strikingly, adolescents and young adults had a global IGD prevalence rate of 9.9% which matches previous literature that reported historically higher prevalence among adolescent populations compared to adults [ 8 , 9 ]. Over 80% of adolescent population in the UK, the USA, and Asia have direct access to the internet [ 10 ]. Children and adolescents frequently spend more time on media (possibly 7 hours and 22 minutes per day) than at school or sleeping [ 11 ]. Developing nations have also shown a sharp rise in teenage internet usage despite having lower internet penetration rates [ 10 ]. Concerns regarding the possible harms that overt internet use could do to adolescents and their development have arisen because of this surge, especially the significant impacts by the COVID-19 pandemic [ 12 ]. The growing prevalence and neurocognitive consequences of IA among adolescents makes this population a vital area of study [ 13 ].
Adolescence is a crucial developmental stage during which people go through significant changes in their biology, cognition, and personalities [ 14 ]. Adolescents’ emotional-behavioural functioning is hyperactivated, which creates risk of psychopathological vulnerability [ 15 ]. In accordance with clinical study results [ 16 ], this emotional hyperactivity is supported by a high level of neuronal plasticity. This plasticity enables teenagers to adapt to the numerous physical and emotional changes that occur during puberty as well as develop communication techniques and gain independence [ 16 ]. However, the strong neuronal plasticity is also associated with risk-taking and sensation seeking [ 17 ] which may lead to IA.
Despite the fact that the precise neuronal mechanisms underlying IA are still largely unclear, functional magnetic resonance imaging (fMRI) method has been used by scientists as an important framework to examine the neuropathological changes occurring in IA, particularly in the form of functional connectivity (FC) [ 18 ]. fMRI research study has shown that IA alters both the functional and structural makeup of the brain [ 3 ].
We hypothesise that IA has widespread neurological alteration effects rather than being limited to a few specific brain regions. Further hypothesis holds that according to these alterations of FC between the brain regions or certain neural networks, adolescents with IA would experience behavioural changes. An investigation of these domains could be useful for creating better procedures and standards as well as minimising the negative effects of overt internet use. This literature review aims to summarise and analyse the evidence of various imaging studies that have investigated the effects of IA on the FC in adolescents. This will be addressed through two research questions:
The review protocol was conducted in line with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines (see S1 Checklist ).
A systematic search was conducted up until April 2023 from two sources of database, PubMed and PsycINFO, using a range of terms relevant to the title and research questions (see full list of search terms in S1 Appendix ). All the searched articles can be accessed in the S1 Data . The eligible articles were selected according to the inclusion and exclusion criteria. Inclusion criteria used for the present review were: (i) participants in the studies with clinical diagnosis of IA; (ii) participants between the ages of 10 and 19; (iii) imaging research investigations; (iv) works published between January 2013 and April 2023; (v) written in English language; (vi) peer-reviewed papers and (vii) full text. The numbers of articles excluded due to not meeting the inclusion criteria are shown in Fig 1 . Each study’s title and abstract were screened for eligibility.
https://doi.org/10.1371/journal.pmen.0000022.g001
Full texts of all potentially relevant studies were then retrieved and further appraised for eligibility. Furthermore, articles were critically appraised based on the GRADE (Grading of Recommendations, Assessment, Development, and Evaluations) framework to evaluate the individual study for both quality and bias. The subsequent quality levels were then appraised to each article and listed as either low, moderate, or high.
Data that satisfied the inclusion requirements was entered into an excel sheet for data extraction and further selection. An article’s author, publication year, country, age range, participant sample size, sex, area of interest, measures, outcome and article quality were all included in the data extraction spreadsheet. Studies looking at FC, for instance, were grouped, while studies looking at FC in specific area were further divided into sub-groups.
Articles were classified according to their location in the brain as well as the network or pathway they were a part of to create a coherent narrative between the selected studies. Conclusions concerning various research trends relevant to particular groupings were drawn from these groupings and subgroupings. To maintain the offered information in a prominent manner, these assertions were entered into the data extraction excel spreadsheet.
With the search performed on the selected databases, 238 articles in total were identified (see Fig 1 ). 15 duplicated articles were eliminated, and another 6 items were removed for various other reasons. Title and abstract screening eliminated 184 articles because they were not in English (number of article, n, = 7), did not include imaging components (n = 47), had adult participants (n = 53), did not have a clinical diagnosis of IA (n = 19), did not address FC in the brain (n = 20), and were published outside the desired timeframe (n = 38). A further 21 papers were eliminated for failing to meet inclusion requirements after the remaining 33 articles underwent full-text eligibility screening. A total of 12 papers were deemed eligible for this review analysis.
Characteristics of the included studies, as depicted in the data extraction sheet in Table 1 provide information of the author(s), publication year, sample size, study location, age range, gender, area of interest, outcome, measures used and quality appraisal. Most of the studies in this review utilised resting state functional magnetic resonance imaging techniques (n = 7), with several studies demonstrating task-based fMRI procedures (n = 3), and the remaining studies utilising whole-brain imaging measures (n = 2). The studies were all conducted in Asiatic countries, specifically coming from China (8), Korea (3), and Indonesia (1). Sample sizes ranged from 12 to 31 participants with most of the imaging studies having comparable sample sizes. Majority of the studies included a mix of male and female participants (n = 8) with several studies having a male only participant pool (n = 3). All except one of the mixed gender studies had a majority male participant pool. One study did not disclose their data on the gender demographics of their experiment. Study years ranged from 2013–2022, with 2 studies in 2013, 3 studies in 2014, 3 studies in 2015, 1 study in 2017, 1 study in 2020, 1 study in 2021, and 1 study in 2022.
https://doi.org/10.1371/journal.pmen.0000022.t001
The included studies were organised according to the brain region or network that they were observing. The specific networks affected by IA were the default mode network, executive control system, salience network and reward pathway. These networks are vital components of adolescent behaviour and development [ 31 ]. The studies in each section were then grouped into subsections according to their specific brain regions within their network.
Out of the 12 studies, 3 have specifically studied the default mode network (DMN), and 3 observed whole-brain FC that partially included components of the DMN. The effect of IA on the various centres of the DMN was not unilaterally the same. The findings illustrate a complex mix of increases and decreases in FC depending on the specific region in the DMN (see Table 2 and Fig 2 ). The alteration of FC in posterior cingulate cortex (PCC) in the DMN was the most frequently reported area in adolescents with IA, which involved in attentional processes [ 32 ], but Lee et al. (2020) additionally found alterations of FC in other brain regions, such as anterior insula cortex, a node in the DMN that controls the integration of motivational and cognitive processes [ 20 ].
https://doi.org/10.1371/journal.pmen.0000022.g002
The overall changes of functional connectivity in the brain network including default mode network (DMN), executive control network (ECN), salience network (SN) and reward network. IA = Internet Addiction, FC = Functional Connectivity.
https://doi.org/10.1371/journal.pmen.0000022.t002
Ding et al. (2013) revealed altered FC in the cerebellum, the middle temporal gyrus, and the medial prefrontal cortex (mPFC) [ 22 ]. They found that the bilateral inferior parietal lobule, left superior parietal lobule, and right inferior temporal gyrus had decreased FC, while the bilateral posterior lobe of the cerebellum and the medial temporal gyrus had increased FC [ 22 ]. The right middle temporal gyrus was found to have 111 cluster voxels (t = 3.52, p<0.05) and the right inferior parietal lobule was found to have 324 cluster voxels (t = -4.07, p<0.05) with an extent threshold of 54 voxels (figures above this threshold are deemed significant) [ 22 ]. Additionally, there was a negative correlation, with 95 cluster voxels (p<0.05) between the FC of the left superior parietal lobule and the PCC with the Chen Internet Addiction Scores (CIAS) which are used to determine the severity of IA [ 22 ]. On the other hand, in regions of the reward system, connection with the PCC was positively connected with CIAS scores [ 22 ]. The most significant was the right praecuneus with 219 cluster voxels (p<0.05) [ 22 ]. Wang et al. (2017) also discovered that adolescents with IA had 33% less FC in the left inferior parietal lobule and 20% less FC in the dorsal mPFC [ 24 ]. A potential connection between the effects of substance use and overt internet use is revealed by the generally decreased FC in these areas of the DMN of teenagers with drug addiction and IA [ 35 ].
The putamen was one of the main regions of reduced FC in adolescents with IA [ 19 ]. The putamen and the insula-operculum demonstrated significant group differences regarding functional connectivity with a cluster size of 251 and an extent threshold of 250 (Z = 3.40, p<0.05) [ 19 ]. The molecular mechanisms behind addiction disorders have been intimately connected to decreased striatal dopaminergic function [ 19 ], making this function crucial.
5 studies out of 12 have specifically viewed parts of the executive control network (ECN) and 3 studies observed whole-brain FC. The effects of IA on the ECN’s constituent parts were consistent across all the studies examined for this analysis (see Table 2 and Fig 3 ). The results showed a notable decline in all the ECN’s major centres. Li et al. (2014) used fMRI imaging and a behavioural task to study response inhibition in adolescents with IA [ 25 ] and found decreased activation at the striatum and frontal gyrus, particularly a reduction in FC at inferior frontal gyrus, in the IA group compared to controls [ 25 ]. The inferior frontal gyrus showed a reduction in FC in comparison to the controls with a cluster size of 71 (t = 4.18, p<0.05) [ 25 ]. In addition, the frontal-basal ganglia pathways in the adolescents with IA showed little effective connection between areas and increased degrees of response inhibition [ 25 ].
https://doi.org/10.1371/journal.pmen.0000022.g003
Lin et al. (2015) found that adolescents with IA demonstrated disrupted corticostriatal FC compared to controls [ 33 ]. The corticostriatal circuitry experienced decreased connectivity with the caudate, bilateral anterior cingulate cortex (ACC), as well as the striatum and frontal gyrus [ 33 ]. The inferior ventral striatum showed significantly reduced FC with the subcallosal ACC and caudate head with cluster size of 101 (t = -4.64, p<0.05) [ 33 ]. Decreased FC in the caudate implies dysfunction of the corticostriatal-limbic circuitry involved in cognitive and emotional control [ 36 ]. The decrease in FC in both the striatum and frontal gyrus is related to inhibitory control, a common deficit seen with disruptions with the ECN [ 33 ].
The dorsolateral prefrontal cortex (DLPFC), ACC, and right supplementary motor area (SMA) of the prefrontal cortex were all found to have significantly decreased grey matter volume [ 29 ]. In addition, the DLPFC, insula, temporal cortices, as well as significant subcortical regions like the striatum and thalamus, showed decreased FC [ 29 ]. According to Tremblay (2009), the striatum plays a significant role in the processing of rewards, decision-making, and motivation [ 37 ]. Chen et al. (2020) reported that the IA group demonstrated increased impulsivity as well as decreased reaction inhibition using a Stroop colour-word task [ 26 ]. Furthermore, Chen et al. (2020) observed that the left DLPFC and dorsal striatum experienced a negative connection efficiency value, specifically demonstrating that the dorsal striatum activity suppressed the left DLPFC [ 27 ].
Out of the 12 chosen studies, 3 studies specifically looked at the salience network (SN) and 3 studies have observed whole-brain FC. Relative to the DMN and ECN, the findings on the SN were slightly sparser. Despite this, adolescents with IA demonstrated a moderate decrease in FC, as well as other measures like fibre connectivity and cognitive control, when compared to healthy control (see Table 2 and Fig 4 ).
https://doi.org/10.1371/journal.pmen.0000022.g004
Xing et al. (2014) used both dorsal anterior cingulate cortex (dACC) and insula to test FC changes in the SN of adolescents with IA and found decreased structural connectivity in the SN as well as decreased fractional anisotropy (FA) that correlated to behaviour performance in the Stroop colour word-task [ 21 ]. They examined the dACC and insula to determine whether the SN’s disrupted connectivity may be linked to the SN’s disruption of regulation, which would explain the impaired cognitive control seen in adolescents with IA. However, researchers did not find significant FC differences in the SN when compared to the controls [ 21 ]. These results provided evidence for the structural changes in the interconnectivity within SN in adolescents with IA.
Wang et al. (2017) investigated network interactions between the DMN, ECN, SN and reward pathway in IA subjects [ 24 ] (see Fig 5 ), and found 40% reduction of FC between the DMN and specific regions of the SN, such as the insula, in comparison to the controls (p = 0.008) [ 24 ]. The anterior insula and dACC are two areas that are impacted by this altered FC [ 24 ]. This finding supports the idea that IA has similar neurobiological abnormalities with other addictive illnesses, which is in line with a study that discovered disruptive changes in the SN and DMN’s interaction in cocaine addiction [ 38 ]. The insula has also been linked to the intensity of symptoms and has been implicated in the development of IA [ 39 ].
“+” indicates an increase in behaivour; “-”indicates a decrease in behaviour; solid arrows indicate a direct network interaction; and the dotted arrows indicates a reduction in network interaction. This diagram depicts network interactions juxtaposed with engaging in internet related behaviours. Through the neural interactions, the diagram illustrates how the networks inhibit or amplify internet usage and vice versa. Furthermore, it demonstrates how the SN mediates both the DMN and ECN.
https://doi.org/10.1371/journal.pmen.0000022.g005
The findings that IA individuals demonstrate an overall decrease in FC in the DMN is supported by numerous research [ 24 ]. Drug addict populations also exhibited similar decline in FC in the DMN [ 40 ]. The disruption of attentional orientation and self-referential processing for both substance and behavioural addiction was then hypothesised to be caused by DMN anomalies in FC [ 41 ].
In adolescents with IA, decline of FC in the parietal lobule affects visuospatial task-related behaviour [ 22 ], short-term memory [ 42 ], and the ability of controlling attention or restraining motor responses during response inhibition tests [ 42 ]. Cue-induced gaming cravings are influenced by the DMN [ 43 ]. A visual processing area called the praecuneus links gaming cues to internal information [ 22 ]. A meta-analysis found that the posterior cingulate cortex activity of individuals with IA during cue-reactivity tasks was connected with their gaming time [ 44 ], suggesting that excessive gaming may impair DMN function and that individuals with IA exert more cognitive effort to control it. Findings for the behavioural consequences of FC changes in the DMN illustrate its underlying role in regulating impulsivity, self-monitoring, and cognitive control.
Furthermore, Ding et al. (2013) reported an activation of components of the reward pathway, including areas like the nucleus accumbens, praecuneus, SMA, caudate, and thalamus, in connection to the DMN [ 22 ]. The increased FC of the limbic and reward networks have been confirmed to be a major biomarker for IA [ 45 , 46 ]. The increased reinforcement in these networks increases the strength of reward stimuli and makes it more difficult for other networks, namely the ECN, to down-regulate the increased attention [ 29 ] (See Fig 5 ).
The numerous IA-affected components in the ECN have a role in a variety of behaviours that are connected to both response inhibition and emotional regulation [ 47 ]. For instance, brain regions like the striatum, which are linked to impulsivity and the reward system, are heavily involved in the act of playing online games [ 47 ]. Online game play activates the striatum, which suppresses the left DLPFC in ECN [ 48 ]. As a result, people with IA may find it difficult to control their want to play online games [ 48 ]. This system thus causes impulsive and protracted gaming conduct, lack of inhibitory control leading to the continued use of internet in an overt manner despite a variety of negative effects, personal distress, and signs of psychological dependence [ 33 ] (See Fig 5 ).
Wang et al. (2017) report that disruptions in cognitive control networks within the ECN are frequently linked to characteristics of substance addiction [ 24 ]. With samples that were addicted to heroin and cocaine, previous studies discovered abnormal FC in the ECN and the PFC [ 49 ]. Electronic gaming is known to promote striatal dopamine release, similar to drug addiction [ 50 ]. According to Drgonova and Walther (2016), it is hypothesised that dopamine could stimulate the reward system of the striatum in the brain, leading to a loss of impulse control and a failure of prefrontal lobe executive inhibitory control [ 51 ]. In the end, IA’s resemblance to drug use disorders may point to vital biomarkers or underlying mechanisms that explain how cognitive control and impulsive behaviour are related.
A task-related fMRI study found that the decrease in FC between the left DLPFC and dorsal striatum was congruent with an increase in impulsivity in adolescents with IA [ 26 ]. The lack of response inhibition from the ECN results in a loss of control over internet usage and a reduced capacity to display goal-directed behaviour [ 33 ]. Previous studies have linked the alteration of the ECN in IA with higher cue reactivity and impaired ability to self-regulate internet specific stimuli [ 52 ].
Xing et al. (2014) investigated the significance of the SN regarding cognitive control in teenagers with IA [ 21 ]. The SN, which is composed of the ACC and insula, has been demonstrated to control dynamic changes in other networks to modify cognitive performance [ 21 ]. The ACC is engaged in conflict monitoring and cognitive control, according to previous neuroimaging research [ 53 ]. The insula is a region that integrates interoceptive states into conscious feelings [ 54 ]. The results from Xing et al. (2014) showed declines in the SN regarding its structural connectivity and fractional anisotropy, even though they did not observe any appreciable change in FC in the IA participants [ 21 ]. Due to the small sample size, the results may have indicated that FC methods are not sensitive enough to detect the significant functional changes [ 21 ]. However, task performance behaviours associated with impaired cognitive control in adolescents with IA were correlated with these findings [ 21 ]. Our comprehension of the SN’s broader function in IA can be enhanced by this relationship.
Research study supports the idea that different psychological issues are caused by the functional reorganisation of expansive brain networks, such that strong association between SN and DMN may provide neurological underpinnings at the system level for the uncontrollable character of internet-using behaviours [ 24 ]. In the study by Wang et al. (2017), the decreased interconnectivity between the SN and DMN, comprising regions such the DLPFC and the insula, suggests that adolescents with IA may struggle to effectively inhibit DMN activity during internally focused processing, leading to poorly managed desires or preoccupations to use the internet [ 24 ] (See Fig 5 ). Subsequently, this may cause a failure to inhibit DMN activity as well as a restriction of ECN functionality [ 55 ]. As a result, the adolescent experiences an increased salience and sensitivity towards internet addicting cues making it difficult to avoid these triggers [ 56 ].
The primary aim of this review was to present a summary of how internet addiction impacts on the functional connectivity of adolescent brain. Subsequently, the influence of IA on the adolescent brain was compartmentalised into three sections: alterations of FC at various brain regions, specific FC relationships, and behavioural/developmental changes. Overall, the specific effects of IA on the adolescent brain were not completely clear, given the variety of FC changes. However, there were overarching behavioural, network and developmental trends that were supported that provided insight on adolescent development.
The first hypothesis that was held about this question was that IA was widespread and would be regionally similar to substance-use and gambling addiction. After conducting a review of the information in the chosen articles, the hypothesis was predictably supported. The regions of the brain affected by IA are widespread and influence multiple networks, mainly DMN, ECN, SN and reward pathway. In the DMN, there was a complex mix of increases and decreases within the network. However, in the ECN, the alterations of FC were more unilaterally decreased, but the findings of SN and reward pathway were not quite clear. Overall, the FC changes within adolescents with IA are very much network specific and lay a solid foundation from which to understand the subsequent behaviour changes that arise from the disorder.
The second hypothesis placed emphasis on the importance of between network interactions and within network interactions in the continuation of IA and the development of its behavioural symptoms. The results from the findings involving the networks, DMN, SN, ECN and reward system, support this hypothesis (see Fig 5 ). Studies confirm the influence of all these neural networks on reward valuation, impulsivity, salience to stimuli, cue reactivity and other changes that alter behaviour towards the internet use. Many of these changes are connected to the inherent nature of the adolescent brain.
There are multiple explanations that underlie the vulnerability of the adolescent brain towards IA related urges. Several of them have to do with the inherent nature and underlying mechanisms of the adolescent brain. Children’s emotional, social, and cognitive capacities grow exponentially during childhood and adolescence [ 57 ]. Early teenagers go through a process called “social reorientation” that is characterised by heightened sensitivity to social cues and peer connections [ 58 ]. Adolescents’ improvements in their social skills coincide with changes in their brains’ anatomical and functional organisation [ 59 ]. Functional hubs exhibit growing connectivity strength [ 60 ], suggesting increased functional integration during development. During this time, the brain’s functional networks change from an anatomically dominant structure to a scattered architecture [ 60 ].
The adolescent brain is very responsive to synaptic reorganisation and experience cues [ 61 ]. As a result, one of the distinguishing traits of the maturation of adolescent brains is the variation in neural network trajectory [ 62 ]. Important weaknesses of the adolescent brain that may explain the neurobiological change brought on by external stimuli are illustrated by features like the functional gaps between networks and the inadequate segregation of networks [ 62 ].
The implications of these findings towards adolescent behaviour are significant. Although the exact changes and mechanisms are not fully clear, the observed changes in functional connectivity have the capacity of influencing several aspects of adolescent development. For example, functional connectivity has been utilised to investigate attachment styles in adolescents [ 63 ]. It was observed that adolescent attachment styles were negatively associated with caudate-prefrontal connectivity, but positively with the putamen-visual area connectivity [ 63 ]. Both named areas were also influenced by the onset of internet addiction, possibly providing a connection between the two. Another study associated neighbourhood/socioeconomic disadvantage with functional connectivity alterations in the DMN and dorsal attention network [ 64 ]. The study also found multivariate brain behaviour relationships between the altered/disadvantaged functional connectivity and mental health and cognition [ 64 ]. This conclusion supports the notion that the functional connectivity alterations observed in IA are associated with specific adolescent behaviours as well as the fact that functional connectivity can be utilised as a platform onto which to compare various neurologic conditions.
There were several limitations that were related to the conduction of the review as well as the data extracted from the articles. Firstly, the study followed a systematic literature review design when analysing the fMRI studies. The data pulled from these imaging studies were namely qualitative and were subject to bias contrasting the quantitative nature of statistical analysis. Components of the study, such as sample sizes, effect sizes, and demographics were not weighted or controlled. The second limitation brought up by a similar review was the lack of a universal consensus of terminology given IA [ 47 ]. Globally, authors writing about this topic use an array of terminology including online gaming addiction, internet addiction, internet gaming disorder, and problematic internet use. Often, authors use multiple terms interchangeably which makes it difficult to depict the subtle similarities and differences between the terms.
Reviewing the explicit limitations in each of the included studies, two major limitations were brought up in many of the articles. One was relating to the cross-sectional nature of the included studies. Due to the inherent qualities of a cross-sectional study, the studies did not provide clear evidence that IA played a causal role towards the development of the adolescent brain. While several biopsychosocial factors mediate these interactions, task-based measures that combine executive functions with imaging results reinforce the assumed connection between the two that is utilised by the papers studying IA. Another limitation regarded the small sample size of the included studies, which averaged to around 20 participants. The small sample size can influence the generalisation of the results as well as the effectiveness of statistical analyses. Ultimately, both included study specific limitations illustrate the need for future studies to clarify the causal relationship between the alterations of FC and the development of IA.
Another vital limitation was the limited number of studies applying imaging techniques for investigations on IA in adolescents were a uniformly Far East collection of studies. The reason for this was because the studies included in this review were the only fMRI studies that were found that adhered to the strict adolescent age restriction. The adolescent age range given by the WHO (10–19 years old) [ 65 ] was strictly followed. It is important to note that a multitude of studies found in the initial search utilised an older adolescent demographic that was slightly higher than the WHO age range and had a mean age that was outside of the limitations. As a result, the results of this review are biased and based on the 12 studies that met the inclusion and exclusion criteria.
Regarding the global nature of the research, although the journals that the studies were published in were all established western journals, the collection of studies were found to all originate from Asian countries, namely China and Korea. Subsequently, it pulls into question if the results and measures from these studies are generalisable towards a western population. As stated previously, Asian countries have a higher prevalence of IA, which may be the reasoning to why the majority of studies are from there [ 8 ]. However, in an additional search including other age groups, it was found that a high majority of all FC studies on IA were done in Asian countries. Interestingly, western papers studying fMRI FC were primarily focused on gambling and substance-use addiction disorders. The western papers on IA were less focused on fMRI FC but more on other components of IA such as sleep, game-genre, and other non-imaging related factors. This demonstrated an overall lack of western fMRI studies on IA. It is important to note that both western and eastern fMRI studies on IA presented an overall lack on children and adolescents in general.
Despite the several limitations, this review provided a clear reflection on the state of the data. The strengths of the review include the strict inclusion/exclusion criteria that filtered through studies and only included ones that contained a purely adolescent sample. As a result, the information presented in this review was specific to the review’s aims. Given the sparse nature of adolescent specific fMRI studies on the FC changes in IA, this review successfully provided a much-needed niche representation of adolescent specific results. Furthermore, the review provided a thorough functional explanation of the DMN, ECN, SN and reward pathway making it accessible to readers new to the topic.
Through the search process of the review, there were more imaging studies focused on older adolescence and adulthood. Furthermore, finding a review that covered a strictly adolescent population, focused on FC changes, and was specifically depicting IA, was proven difficult. Many related reviews, such as Tereshchenko and Kasparov (2019), looked at risk factors related to the biopsychosocial model, but did not tackle specific alterations in specific structural or functional changes in the brain [ 66 ]. Weinstein (2017) found similar structural and functional results as well as the role IA has in altering response inhibition and reward valuation in adolescents with IA [ 47 ]. Overall, the accumulated findings only paint an emerging pattern which aligns with similar substance-use and gambling disorders. Future studies require more specificity in depicting the interactions between neural networks, as well as more literature on adolescent and comorbid populations. One future field of interest is the incorporation of more task-based fMRI data. Advances in resting-state fMRI methods have yet to be reflected or confirmed in task-based fMRI methods [ 62 ]. Due to the fact that network connectivity is shaped by different tasks, it is critical to confirm that the findings of the resting state fMRI studies also apply to the task based ones [ 62 ]. Subsequently, work in this area will confirm if intrinsic connectivity networks function in resting state will function similarly during goal directed behaviour [ 62 ]. An elevated focus on adolescent populations as well as task-based fMRI methodology will help uncover to what extent adolescent network connectivity maturation facilitates behavioural and cognitive development [ 62 ].
A treatment implication is the potential usage of bupropion for the treatment of IA. Bupropion has been previously used to treat patients with gambling disorder and has been effective in decreasing overall gambling behaviour as well as money spent while gambling [ 67 ]. Bae et al. (2018) found a decrease in clinical symptoms of IA in line with a 12-week bupropion treatment [ 31 ]. The study found that bupropion altered the FC of both the DMN and ECN which in turn decreased impulsivity and attentional deficits for the individuals with IA [ 31 ]. Interventions like bupropion illustrate the importance of understanding the fundamental mechanisms that underlie disorders like IA.
The goal for this review was to summarise the current literature on functional connectivity changes in adolescents with internet addiction. The findings answered the primary research questions that were directed at FC alterations within several networks of the adolescent brain and how that influenced their behaviour and development. Overall, the research demonstrated several wide-ranging effects that influenced the DMN, SN, ECN, and reward centres. Additionally, the findings gave ground to important details such as the maturation of the adolescent brain, the high prevalence of Asian originated studies, and the importance of task-based studies in this field. The process of making this review allowed for a thorough understanding IA and adolescent brain interactions.
Given the influx of technology and media in the lives and education of children and adolescents, an increase in prevalence and focus on internet related behavioural changes is imperative towards future children/adolescent mental health. Events such as COVID-19 act to expose the consequences of extended internet usage on the development and lifestyle of specifically young people. While it is important for parents and older generations to be wary of these changes, it is important for them to develop a base understanding of the issue and not dismiss it as an all-bad or all-good scenario. Future research on IA will aim to better understand the causal relationship between IA and psychological symptoms that coincide with it. The current literature regarding functional connectivity changes in adolescents is limited and requires future studies to test with larger sample sizes, comorbid populations, and populations outside Far East Asia.
This review aimed to demonstrate the inner workings of how IA alters the connection between the primary behavioural networks in the adolescent brain. Predictably, the present answers merely paint an unfinished picture that does not necessarily depict internet usage as overwhelmingly positive or negative. Alternatively, the research points towards emerging patterns that can direct individuals on the consequences of certain variables or risk factors. A clearer depiction of the mechanisms of IA would allow physicians to screen and treat the onset of IA more effectively. Clinically, this could be in the form of more streamlined and accurate sessions of CBT or family therapy, targeting key symptoms of IA. Alternatively clinicians could potentially prescribe treatment such as bupropion to target FC in certain regions of the brain. Furthermore, parental education on IA is another possible avenue of prevention from a public health standpoint. Parents who are aware of the early signs and onset of IA will more effectively handle screen time, impulsivity, and minimize the risk factors surrounding IA.
Additionally, an increased attention towards internet related fMRI research is needed in the West, as mentioned previously. Despite cultural differences, Western countries may hold similarities to the eastern countries with a high prevalence of IA, like China and Korea, regarding the implications of the internet and IA. The increasing influence of the internet on the world may contribute to an overall increase in the global prevalence of IA. Nonetheless, the high saturation of eastern studies in this field should be replicated with a Western sample to determine if the same FC alterations occur. A growing interest in internet related research and education within the West will hopefully lead to the knowledge of healthier internet habits and coping strategies among parents with children and adolescents. Furthermore, IA research has the potential to become a crucial proxy for which to study adolescent brain maturation and development.
S1 checklist. prisma checklist..
https://doi.org/10.1371/journal.pmen.0000022.s001
https://doi.org/10.1371/journal.pmen.0000022.s002
https://doi.org/10.1371/journal.pmen.0000022.s003
The authors thank https://www.stockio.com/free-clipart/brain-01 (with attribution to Stockio.com); and https://www.rawpixel.com/image/6442258/png-sticker-vintage for the free images used to create Figs 2 – 4 .
BMC Public Health volume 24 , Article number: 1583 ( 2024 ) Cite this article
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Although exclusive breastfeeding is recommended for the first six months of life, research suggests that breastfeeding initiation rates and duration among Indigenous communities differ from this recommendation. Qualitative studies point to a variety of factors influencing infant feeding decisions; however, there has been no collective review of this literature published to date. Therefore, the objective of this scoping review was to identify and summarize the qualitative literature regarding Indigenous infant feeding experiences within Canada, the United States, Australia, and Aotearoa.
Using the Preferred Reporting Items for Systematic Reviews and Meta-Analyses- Scoping Reviews and the Joanna Briggs Institute Guidelines, in October 2020, Medline, Embase, CINAHL, PsycINFO, and Scopus were searched for relevant papers focusing on Indigenous infant feeding experiences. Screening and full-text review was completed by two independent reviewers. A grey literature search was also conducted using country-specific Google searches and targeted website searching. The protocol is registered with the Open Science Framework and published in BMJ Open.
Forty-six papers from the five databases and grey literature searches were included in the final review and extraction. There were 18 papers from Canada, 11 papers in the US, 9 studies in Australia and 8 studies conducted in Aotearoa. We identified the following themes describing infant feeding experiences through qualitative analysis: colonization, culture and traditionality, social perceptions, family, professional influences, environment, cultural safety, survivance, establishing breastfeeding, autonomy, infant feeding knowledge , and milk substitutes , with family and culture having the most influence on infant feeding experiences based on frequency of themes.
This review highlights key influencers of Indigenous caregivers’ infant feeding experiences, which are often situated within complex social and environmental contexts with the role of family and culture as essential in supporting caregivers. There is a need for long-term follow-up studies that partner with communities to support sustainable policy and program changes that support infant and maternal health.
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Nutritional status is a key aspect of infant health with recommendations for exclusive breastfeeding for the first six months of life, which can also influence and be influenced by maternal health and wellbeing [ 1 , 2 ]. Breastfeeding has several benefits for the health and development of infants, including a reduced risk of ear and respiratory infections, obesity, asthma, skin conditions, childhood leukemia, and gastroenteritis [ 3 , 4 , 5 ]. It also supports bonding between the child and parent with improved intimacy [ 3 ]. Additionally, breastfeeding has several maternal physical and mental health benefits, including a reduced risk of breast and ovarian cancer, depression, and type 2 diabetes due to immunoprotective antibodies in breastmilk [ 3 ]. The World Health Organization (WHO) recommends exclusive breastfeeding for the first 6 months of life and initiation within the first hour after birth; however, less than half of infants 0–6 months old are exclusively breastfed worldwide [ 6 ]. Many countries are not meeting the WHO recommendations, with notable differences between low, middle, and high-income countries [ 2 ]. Differences in breastfeeding initiation rates and duration have been observed between Indigenous and non-Indigenous groups, with 6–10% lower breastfeeding initiation rates and shorter duration for Indigenous peoples [ 7 , 8 , 9 ].
Despite the many benefits of breastfeeding, bottle feeding with milk substitutes is a common form of infant nutrition and its common usage is related to a multi-dimensional set of factors influencing infant feeding decision-making. Breastfeeding is considered a traditional practice within many Indigenous cultures; however, disruptions to traditional lifeways through colonization have influenced intergenerational knowledge sharing, particularly within high-income, settler states like Canada, the US, Australia, and Aotearoa (New Zealand) [ 10 ]. Rollins et al. [ 1 ] summarize factors that influence the global breastfeeding environment including the sociocultural and market contexts, the healthcare system and services, family and community settings, employment, and individual determinants like the mother and infant attributes. However, these core breastfeeding environments for general populations overlook key considerations for Indigenous communities given the unique historical, cultural, and socio-economic contexts specific to Indigenous groups [ 11 ].
Many studies to date have focused on quantitative infant feeding data, incorporating structured questionnaires that have provided some insight into breastfeeding barriers and enablers for Indigenous caregivers [ 7 , 12 , 13 , 14 ]. However, these studies are informed by specific research questions and do not capture important nuances that caregivers experience related to infant feeding. Qualitative research can enhance our understanding of phenomena by providing flexible means for participants to engage in the research topic of interest without the constraints of structured instruments, and can even transform the research by highlighting community needs [ 15 , 16 ]. Qualitative research can also have synergy with Indigenous methodologies, supporting the use of qualitative research with Indigenous communities [ 17 ]. Given the value of qualitative inquiry and breastfeeding as traditional practice for many Indigenous cultures, disrupted by colonial influences and the burden of conditions that breastfeeding has been shown to mitigate [ 3 , 5 , 10 , 11 , 16 , 17 ], it is imperative that we consider Indigenous caregiver infant feeding experiences and perspectives to understand what needs exist as defined by communities and caregivers. Therefore, the overall aim of this scoping review was to identify and summarize the qualitative literature on infant nutrition experiences to inform needs as expressed qualitatively by Indigenous caregivers in Canada, the US, Australia, and Aotearoa. These regions are included given the shared colonial influences on Indigenous peoples with overlapping outcomes on health [ 10 , 18 ]. This review will also assess the qualitative methodologies used to understand what can be learned to inform Indigenous infant feeding services, policies, and research gaps.
This scoping review adheres to guidelines from Tricco and colleagues’ [ 19 ] Preferred Reporting Items for Systematic Reviews and Meta-Analyses ( PRISMA) extension for scoping reviews , the Joanna Briggs Institute’s Reviewer’s Manual Chap. 11 [ 20 ], as well as Arksey & O’Malley’s [ 21 ] foundational article on scoping studies. The protocol for the review is registered with the Open Science Framework ( https://doi.org/10.17605/OSF.IO/J8ZW2 ) and published with BMJ Open [ 22 ].
Works included in this review must have focused on Indigenous populations in Canada, the United States, Australia, and/or Aotearoa. These four countries share commonalities in that they are colonial countries in which Indigenous peoples face inequitable health outcomes [ 10 , 18 , 23 ]. The topic of interest for this review was caregivers’ experiences of infant feeding within one or more of these regions. “Caregivers” refer to individuals in the infants’ immediate familial and social circles who are directly responsible for the regular care of the infant. A broad definition of those involved in caregiving was used, recognizing that within many Indigenous communities, traditional adoption practices occur, or biological parents may not be the primary caregivers in part related to complex socio-ecological challenges. The experiences of healthcare professionals were not included as they were not considered “caregivers” by this definition. Works that discussed breastfeeding, as well as alternative forms of infant feeding, such as formula and cow’s milk, were included. Works that only focused on the introduction of solid foods were excluded. To capture caregivers’ experiences of infant feeding, qualitative and mixed-method studies that discussed experiences, perspectives, and/or practices as described by caregivers were included. Studies that used exclusively quantitative methods or that only described an outsider perspective (e.g. health professional) were excluded. Peer-reviewed journal articles and grey literature were included if they met the above criteria, were published in the English language, and were published after 1969 [ 22 ].
Various types of grey literature such as government documents, dissertations, and research reports by academic and non-academic institutions, including Indigenous organizations, were included. Media reports (including videos, news, and blogs) were excluded from the grey literature as they did not follow a research design with results that could be considered alongside the studies included in the review, hindering our ability to compare and critically analyze the results. Similarly, publications that consisted of only an abstract were excluded from both grey and database publications during full-text review as not enough information was present for analysis.
The search strategy was created with guidance from a research librarian at the Gerstein Science Information Centre, University of Toronto. The complete search strategy can be found as supplementary material in our published protocol [ 22 ]. Search terms primarily included broad terminology for Indigenous peoples (e.g. Native American) rather than specific Nation names (e.g. Ojibwe) as this would have significantly extended the search term list while not resulting in additional sources given how sources are indexed within Library systems. A database and grey literature search were conducted for this scoping review, completed independently from one another until final data extraction when the data were combined for analysis. For both searches, the reviewers followed a step-by-step process of title and abstract screening, followed by full-text screening, and then data extraction.
The database search planning and calibration occurred in August and September of 2020, and all data were exported in English on October 20, 21, and 22 of 2020. Exportation occurred over three days given feasibility of exporting the high number of citations and time capacity of the reviewers. A total of 16734 relevant sources available in the following databases were included: Medline, Embase, CINAHL, PsycINFO, and Scopus. These databases were selected to ensure a broad range of research given the multidisciplinary nature of research on this topic. The grey literature search consisted of a targeted search of a variety of Indigenous focused websites specific to the four countries and a thorough Google search with each of the country-specific Google versions (Google.com.au, Google.co.nz, Google.ca, and Google.com) where the first 10 pages of results were reviewed (Supplementary File 1 ). Lastly, Indigenous Studies Portal (I-Portal) was searched as part of the grey literature as this database uses a different indexing system than other research databases. The Canadian Agency for Drugs and Technologies in Health (CADTH)’s “Grey Matters” checklist [ 24 ] was used in the planning and tracking of grey literature searches and findings.
The results of the database search including 16734 citations were uploaded to Covidence (Veritas Health Innovation Ltd., Melbourne, Australia), a data management platform for systematic and scoping reviews, where 3928 duplicates were automatically removed. The 284 results of the grey literature search were recorded on Google Sheets (Alphabet Inc. California, USA) and 146 duplicates were manually removed by the reviewers. Due to the large number of results retrieved in the database and grey literature search, a hand-search of reference lists was not conducted.
A list of key words developed by HM were searched on each site and can be found in Supplementary File 1 . The grey literature search was completed by HM, CC, and HS with all reviewers assigned to search a Country-specific Google database for one of the included countries. Using a template created by Stapleton [ 25 ] at the University of Waterloo based on methods described by Godin et al. [ 26 ], the reviewers kept track of which search terms were searched on the websites, the number of results retrieved, and the number of items screened and saved for further full-text analysis. If a website did not have a search bar, relevant tabs were examined for research, resources, and other publications. I-Portal was originally searched on August 15th, 2021 (yielding 10 results), however the search was revised to remove Indigenous search terms as the database was already Indigenous-specific. The search was repeated on August 18th, 2021, and yielded 77 additional results. The grey literature search was completed between May 25, 2021 – August 18, 2021. No search limitations or filters were used for the grey literature search or the database search.
The database abstract screening was initially completed by HM and CC starting in October 2020. They were then joined by HS and CL in February 2021. To ensure all reviewers had a shared understanding of the eligibility criteria, two search results were screened together and each reviewer discussed their reasoning for inclusion or exclusion. HM also hosted an introductory meeting to review the screening process using Covidence Software [ 27 ] in detail. All 12806 database results were saved in Covidence [ 27 ].
Abstract and full-text screening was completed in Covidence by two independent reviewers. Any conflicts at the screening stage were resolved by AH after all the results had been screened by two reviewers. Full-text screening was completed by HM, AH, and CC, and when conflicts arose, the reviewers met to discuss the difference in opinion until a consensus was reached. A third reviewer joined to offer impartial opinions for full-text conflicts.
Grey literature results were not imported to Covidence. Instead, the team used Google Sheets to organize the publications. Similar to the database review process, each study was screened by two independent reviewers and conflicts were resolved by a third party and discussed for consensus. Full-text review of the grey literature was completed by HM, AH, CC, and HS.
HM compiled a list of variables to extract (Supplementary File 2 ), and the data extraction was completed by HM, AH, and CC in Covidence for database results and Google Sheets for the grey literature. The extraction template was reviewed and tested by all three reviewers using the same two articles. Discussion about any areas of confusion followed by minor edits to the data extraction template were completed prior to extraction.
Only one reviewer extracted data from most publications, however in circumstances where an article was complex or data extraction was not clear given the format of the article, two reviewers extracted data from the publication. An additional subset of five publications were also randomly double-reviewed by HM to ensure consistency in data extraction. There were an additional two articles that were excluded at this step after review and discussion by AH and HM.
Review findings using the extraction template (supplementary file 2 ) were exported into Microsoft Excel (Microsoft Corporation, Washington, USA) and reviewed by HM. HM compiled all data and completed summary figures for variables of interest. The primary analysis consisted of a qualitative review of the included papers’ results and recommendations using a thematic synthesis informed by grounded theory and meta-ethnography, where the included papers are synthesized together, and interpreted using descriptive and analytical themes [ 28 ]. Similar to grounded theory, this process was inductive and identifies themes through comparisons. HM reviewed all extracted data from the excel files, coding for overlapping themes and taking notes throughout. The full-text of the extracted papers were then revisited to identify overall concepts, followed by descriptive themes. Categorization of descriptive themes was completed based on the results and interpretations of included papers. Descriptive themes were refined through additional comparisons between papers. The same analytical process was used for both database and grey literature results, and final analysis involved the integration of themes from the database and grey literature papers. Supplementary file 3 provides a summary table of the included papers in this scoping review.
Of the final sample of 46 articles from which data was extracted (Fig. 1 ), there were studies from each of the four countries, with the most studies (39%) published from Canada. In addition, this qualitative literature on infant feeding included several Indigenous groups within the four countries. The studies retained in this review included authors who identified as either Indigenous or non-Indigenous, and several did not mention positionality (Fig. 2 ). 13% more grey literature studies discussed positionality and had Indigenous sole authorship compared to the database papers. Regarding methodologies utilized, several described Indigenous methodologies and used thematic analysis as an analytic tool (Figs. 3 and 4 ). However, a third of the studies did not describe their theoretical foundations for the qualitative inquiry. Over 60% of the studies were published in the fields of public health and/or nursing as per the authors stated fields of study and/or the Journal’s field, and although there were studies published from 1984 to 2019, 50% of the retained papers were published after 2010.
PRISMA flow diagram for studies identified, screened, and included in this review from both database and grey literature searches. Note that records not retrived are those in which the full-text was not accessible. This diagram was created from the PRISMA 2020 statement [ 29 ]
Author positionality as described in the retained papers
Summary of analytic tools used in the retained studies
Summary of theoretical foundations informing the retained studies’ methodologies
Analysis revealed a variety of important themes that aligned with Indigenous and public health perspectives on health, including the socioecological model. There were twelve final overarching themes including colonization, social perceptions, family, professional influences, culture and traditionality , environment (i.e. built environment) , autonomy, survivance, infant feeding knowledge, cultural safety , milk substitutes , and establishing breastfeeding with evidence of connections among these themes. These themes are shown in Fig. 5 in a circular pattern where the themes intersect with the infant and caregiver represented at the centre. This model is conceptually aligned with that of Dodgson et al. [ 30 ], who considered the “contextual influences within the social structures of family and community, Ojibwe culture, and mainstream culture.”
Scoping review research model of themes
The twelve final themes are shown as the main influences on infant feeding experiences. The themes are arranged in a circular pattern with the infant and caregiver represented at the centre, emphasizing the connection between all of the themes
There were 14 papers that discussed colonization of Indigenous peoples as a key factor influencing infant feeding decisions and experiences (Fig. 6 ) [ 30 , 31 , 32 , 33 , 34 , 35 , 36 , 37 , 38 , 39 , 40 , 41 , 42 , 43 ]. Colonization has meant the dispossession of land and limited access to culturally safe healthcare, malnutrition, and loss of language through residential schools, loss of culture and traditional knowledge through assimilation and separation of families, disrupting breastfeeding practices and limiting income for infant formula. Eni et al. [ 36 ] described the policies leading to evacuation from communities to tertiary-care hospitals for birthing as the medicalization of birthing practices, which creates various challenges for First Nations women in Canada. One participant also shared about the impacts of intergenerational trauma related to colonization on breastfeeding, ‘‘You can’t teach about breastfeeding technique and think things will change. It’s the spirit that’s been affected, our experience with trauma. Our women need to relearn how to bond with their children.’’.
A qualitative study with Aboriginal Australian first-time mothers noted the disruptions to breastfeeding practices over time, providing a historical chart detailing how infant feeding practices changed as a result of colonial influences [ 38 ]. Brittany Luby [ 39 ] described how hydroelectric flooding from 1900 to 1975 in Northwestern Ontario reduced breastfeeding practices for Anishinabek mothers and their infants. Although not all studies specifically discussed history and colonization, those that considered the broader historical context highlighted how important this issue is in understanding the factors that lead to infant feeding decisions, particularly those that do not align with breastfeeding as a traditional feeding practice.
Frequency of identified themes in the database papers and the grey literature
Culture , including traditionality, was the second most described theme throughout all papers, identified both directly and indirectly in 31 papers (Fig. 6 ) [ 30 , 31 , 32 , 34 , 35 , 37 , 38 , 39 , 40 , 41 , 42 , 44 , 45 , 46 , 47 , 48 , 49 , 50 , 51 , 52 , 53 , 54 , 55 , 56 , 57 , 58 , 59 , 60 , 61 , 62 , 63 ]. The Navajo Infant Feeding Project focused on cultural beliefs influencing infant feeding practices within three Navajo communities in the United States [ 48 ] and emphasized breastfeeding’s significance for nutritional, physical, and psychological health where mothers not only pass along physical health benefits, but also their wellbeing to their children. The Baby Teeth Talk Study in Cree communities in Northern Manitoba, Canada, has identified breastfeeding as a cultural intervention for the prevention of early childhood caries [ 52 ]. Several studies included a variety of generations in data collection, contributing to rich discussion of how breastfeeding rates and connection to traditionality has changed in some communities [ 48 , 57 , 64 , 65 ]. For example, grandmothers living on the Fort Peck Reservation in Montana, US, were interviewed about their perspectives on infant feeding [ 65 ]. In one of the ethnographic studies, there was a specific focus on the Ojibwe culture relating to infant feeding practices from the perspective of mothers, professionals who were also community members, and Elders [ 35 ]. This study emphasized the holistic and collective worldview of the community, influencing women’s roles within the family and how teachings were passed on from generation to generation [ 35 ]. This was considered to be important in influencing effective and culturally safe breastfeeding promotion. Within the Northwest Territories, Canada, Moffitt and Dickinson [ 53 ] supported breastfeeding knowledge translation tools for Tłı̨chǫ women with one of the themes focused on factors that “pull to breastfeeding,” including breastfeeding as a traditional feeding method. In general, Indigenous communities described breastfeeding as a cultural practice; however, how this is supported and the traditional knowledge surrounding this practice may differ from community to community. Therefore, health providers must be aware of community-specific protocols and support these within programs and recommendations.
Societal influences are often considered alongside cultural perspectives of infant feeding; therefore, this theme was also commonly discussed in the papers retained in this scoping review (Fig. 6 ) [ 30 , 32 , 33 , 36 , 37 , 38 , 40 , 42 , 49 , 50 , 52 , 54 , 57 , 58 , 59 , 61 , 64 , 66 , 67 , 68 , 69 , 70 , 71 ]. In New South Wales, Australia, Aboriginal mothers and key informants noted the need for “a safe place to feed,” including concerns about the social acceptability to breastfeed in public [ 32 ]. Broader social “norms” are also discussed as influencing maternal behavior [ 68 ], and respondents in some studies expressed concern about judgements from others [ 32 , 36 ]. Tapera et al. [ 40 ] described concerns about social pressures and a lack of support with one grandparent sharing, “well here in New Zealand, I know we have a problem with this [breast-feeding], especially when mothers go out and they breast-feed their babies in public. There’s a lot of people that moan and groan about this.” Similarly, regarding social norms, a grandmother living in the US shared,
“a long time ago that, it [breastfeeding] was acceptable and nobody had any qualms about it but today, I mean you read continually about, people, mother’s tryin’ ta breastfeed and they’re being chased out a places or stores or people are rude about it […]. Society’s changed, you know, it’s […] society, has come to the point where it’s […] trying to tell us what’s the right way ta live what’s the right way ta raise our kids” [ 65 ].
Dodgson et al. [ 30 ] described how in an Ojibwe community in Minnesota, US, participants noted the dominant societal influences in contrast to community traditions, with women making an effort to engage in traditional practices. The sexualization of breasts in mainstream society sometimes influenced Indigenous mothers’ infant feeding experiences [ 36 ], although Ojibwe caregivers in Minnesota attributed shyness with breastfeeding to traditional value opposed to sexualization of breasts [ 30 ]. Eni et al. [ 36 ] included sexual objectification of the feminine body as a subtheme in their study, describing how this social perception damages maternal mental health, creating a barrier to breastfeeding. While shifting social norms is a significant challenge, breastfeeding supports can address concerns about the sexual objectification of breasts by creating safe spaces for parents to talk about the challenges and ensure that parents have access to mental health resources.
Dodgson et al. [ 30 ] described family as a pattern that influences breastfeeding intersecting with the social structures of the community, culture, and the broader society. There were 33 other papers that described the influence of family on infant feeding practices making this the most discussed theme (Fig. 6 ) [ 30 , 31 , 32 , 33 , 36 , 38 , 39 , 40 , 43 , 44 , 45 , 46 , 47 , 48 , 49 , 50 , 51 , 53 , 54 , 55 , 57 , 58 , 59 , 60 , 61 , 65 , 66 , 67 , 68 , 69 , 70 , 71 , 72 , 73 ]. Native American mothers living in six communities highlighted the importance of family as a key theme [ 47 ]. One mother shared, “For me, it’s my mom definitely [whose advice is most important] because she has had three kids and I lived with her or near her for all of my kids. So I’ve always gone to her first for advice.” This was echoed by many other participants with a paraprofessional adding, “family [advice is most important], because they are around their family most. And they always hear from their aunties, or from grandma, baby’s fussing, baby must be hungry, baby needs this and baby needs that.” The Baby Basket Program in Cape York, Australia identified that empowering families was the foundation of the program to ensure that mothers and their partners were equipped for the arrival of their babies [ 50 ]. Family often plays an integral role in supporting mothers in infant feeding practices. Bauer and Wright [ 45 ] note that even when mothers don’t have other supports or conditions in place to support breastfeeding, they may still choose to breastfeed if their family is supportive. However, when this support is lacking, mothers find it challenging to breastfeed [ 31 , 36 ]. Some studies identified the significance of family in the study design, integrating family caregiver perspectives in data collection [ 64 , 65 ]. Therefore, health programs and research studies should consider the role and experience of non-primary caregivers within family networks for infant and maternal health and nutrition.
This theme represents the influence of formal systems including healthcare professionals, health and social programs, child services, and the legal system. In total, there were 26 papers that referenced professional influences on infant feeding experiences (Fig. 6 ) [ 30 , 31 , 33 , 38 , 41 , 42 , 43 , 45 , 47 , 48 , 50 , 51 , 52 , 54 , 58 , 59 , 61 , 62 , 66 , 67 , 68 , 69 , 70 , 71 , 72 , 73 ]. Some studies incorporate health workers as participants in data collection [ 47 , 50 , 65 ]. One health paraprofessional shares about some of the pressures experienced by mothers to formula feed, “sometimes hospitals and doctors want to push formula in bottles on moms [ 47 ].” One of the main themes in a study with Sioux and Assiniboine Nations in the US was the ‘ Overburdened Healthcare System’ , describing a lack of resources and infrastructure to support breastfeeding, including a subtheme of mistrust in the healthcare system due to previous negative experiences such as forced sterilization of Indigenous women [ 65 ]. However, some caregivers also expressed positive healthcare supports, “when I was at home, [clinic midwife] and [lactation consultant made home visits] … they encouraged me … And then it started getting a little bit better, but it was still a bit hard. Now he feeds pretty all right [ 73 ].” Professional influences on infant feeding are nuanced and may differ significantly within various contexts and individuals; therefore, tailored interventions are needed.
This theme represents the external variables within the built environment that influence decision making including work, school, remoteness, and cost of formula. Eighteen papers addressed this theme [ 30 , 31 , 44 , 45 , 46 , 47 , 48 , 49 , 51 , 53 , 58 , 59 , 66 , 67 , 68 , 70 , 71 , 72 ]. Wright et al. [ 74 ] specifically considered the challenge of breastfeeding with maternal employment among the Navajo population in the US. In Bauer and Wright’s [ 45 ] study that explored infant feeding decision models, they identified that work and school are part of the decision-making process on whether to breastfeeding or to use formula, but even when these environmental challenges are present they can be further influenced by other factors, like family . For example, a mother may choose to breastfeed and use a breast pump to navigate work/school schedules, but family members may recommend that they can incorporate formula; decision-making is not only about the main caregiver’s desires but can involve various decision-makers.
This theme describes parents’ freedom to make infant feeding decisions that fit for them and their priorities. Maternal desire to breast- or bottle-feed was discussed in select papers in this review [ 45 , 51 ]. In addition, other papers describe parents’ freedom to do activities outside of infant feeding in the early months of baby’s life with discussion of time required to breastfeed or prepare bottles for feeding [ 31 , 58 , 72 , 74 ]. A key informant in a study with an Aboriginal community in Northern New South Wales, Australia, shares, “they want to breastfeed, but then it comes down to when they want to go out, or keep up with their man [ 32 ].” Some parents report that they experienced judgements from others or feel forced into making a specific decision on infant feeding method, highlighting a desire to have support and freedom to make their own decisions [ 36 , 56 ].
Several studies emphasize the importance of knowledge on infant feeding experiences, highlighting the value of infant feeding education, both within the overall healthcare system and from traditional teachings [ 30 , 32 , 35 , 40 , 42 , 43 , 47 , 52 , 57 , 58 , 62 , 64 , 66 , 67 , 68 , 69 , 70 , 71 , 72 ]. Within the theme of addressing feeding challenges in one study [ 66 ], a caregiver shared how knowledge helped her to work through a challenge,
“He did start fussing at about 6 weeks and that was kind of hard because I thought, ‘No, I have got this perfect now, and he has started to muck up’. But then I read, because I had those booklets and I read that sometimes they — at a certain point — they get a bit fussy and you just have to work through it. [Ml7]” [ 66 ].
Traditional breastfeeding knowledge is important for many communities; one Anishinaabe community knowledge keeper shared that “breast milk is a gift and a medicine a mother gives her child” [ 35 ]. This study also discusses feeding patterns as shared by Elders and traditional teachers. Traditional knowledge considers holistic perspectives of health where caregivers are also focused on the baby’s spiritual wellbeing [ 48 , 56 ].
Bottle feeding (formula or canned milk) and solid foods are described in several papers as alternatives or complements to breastfeeding [ 31 , 33 , 34 , 37 , 39 , 47 , 48 , 49 , 51 , 52 , 53 , 58 , 66 , 67 , 74 , 75 ]. In Neander and Morse’s [ 37 ] study with a Cree community in Alberta, Canada, bottle feedings were offered particularly when mothers felt that they were not producing adequate milk supply to meet the baby’s nutritional needs. Insufficient milk supply is echoed as a concern in several other papers resulting in complementary bottle feeding or weaning [ 48 , 51 , 56 , 66 , 67 ]. A Māori father shares,
“about the second week, baby just wanted more food. She (partner) would end her day and baby was just hungry. We had to [give her] the bottle and then she would be finally satisfied. It wasn’t that she made a choice. Baby was actually demanding more and more and she couldn’t produce it. (First-time father, mid 20’s) [ 56 ].”
This theme particularly overlaps with autonomy as parents balance infant feeding decisions with breastmilk supply, work, school, and other personal commitments.
Indigenous caregivers interact with a variety of health services postnatally; however, there is a need to address cultural safety within the healthcare system. Twelve retained papers highlighted this theme either directly as one of their themes or as part of another theme (Fig. 6 ) [ 30 , 31 , 44 , 47 , 50 , 64 , 66 , 67 , 69 , 71 , 73 , 74 ]. One health worker in Victoria, Australia, shared,
“I can’t say often enough or long enough, loud enough the ideal for children 0–8 is to have access to maternal and child health. You might say ‘oh yes, they’ve got access to mainstream and they’re culturally going to put up a few Indigenous prints in their rooms’ It’s not the same. Our families are telling us with their feet it’s not the same.”
Mothers expressed a desire for more traditional infant feeding knowledge within services and culturally relevant supports [ 47 , 64 ]. A study that focused on a baby basket program to support families in a Murri (Local Australian Aboriginal Group) Way identified how important culturally safe language and relationships are for families,
“…the nurse is also learning what the best way is to approach a family and what the wording has to be, what the languaging is around things, what the traditional words are for Indigenous language and are appropriate for use in certain circumstances” [ 50 ].
Indigenous caregivers experience a variety of hardships; however, through resistance and survival, they practice cultural revitalization [ 76 ]. This theme is discussed in 15 papers and is often described through a lens of maternal mental health (Fig. 6 ) [ 30 , 31 , 33 , 43 , 53 , 54 , 57 , 58 , 59 , 63 , 64 , 66 , 68 , 36 , 74 ]. Some parents express feelings of guilt for the challenges they encounter, which can further contribute to negative emotions [ 58 ]. Maternal mental and emotional health can impact infant feeding experiences,
“…sometimes people’s psychological health, mental health is more of a risk factor, you know if you’re not sleeping and you’re bordering on depression and you’re not coping well and you can’t get the baby to latch and you’re constantly feeling like a failure and you can’t get out of that rut, is it worth it?…People have to decide that for themselves. (Key Informant #5)” [ 33 ].
A grandmother in the Northwest Territories of Canada noted the disembodiment caused by residential schools as expressed as a disconnection between physical experiences and relationships,
“You know in those days, I mean residential school. In those days, they never did talk about their body parts because I think they were too ashamed [of your body] to say to your kids. I never did hear it [breastfeeding] from my sisters or nobody in the family. They were so private (L151-156)” [ 57 ].
Traumatic experiences, like residential schools, can have a lasting impact on how caregivers navigate motherhood and infant feeding, and the support they receive from family members.
There are several practical challenges that mothers encounter while breastfeeding like pain, latching issues, and low milk supply, discussed in 11 of the studies (Fig. 6 ) [ 48 , 51 , 54 , 56 , 58 , 61 , 66 , 68 , 71 , 72 ]. A mother shared,
“He wouldn’t latch on all the time, like, the nurses and stuff tried to help me but then it would be all frustrating…. He didn’t really know what to do. He tried and then they gave him formula. He really loved it. [MI5]” [ 66 ].
Although these challenges are most discussed at the beginning of breastfeeding, sometimes concerns arise when babies are older.
“Yeah it was 8 or 9 months after she was born. After a while there was too much pressure on me. She was getting up all through the night and she would eat and eat and eat and not get full…” [ 33 ].
Overall, many caregivers reported that breastfeeding is difficult; therefore, supports that consider the variety of challenges that can arise are needed.
The studies included in this review were published over three decades starting in 1984 until 2019 and were completed with various Indigenous communities in four countries. We anticipated that earlier work would demonstrate markedly different infant feeding recommendations than more recent research; however, this was not necessarily the case. For example, cultural safety is a more recent discussion within the health literature; however, although we see some discussion of this in more recent studies, studies in the 80’s and 90’s also highlight the importance of incorporating traditional teaching and consulting community members [ 37 , 48 ]. Therefore, supporting Indigenous self-determination where health professionals provide culturally appropriate care is essential.
In addition to topics related to cultural safety, various studies highlight a need for community-driven and local knowledge to inform programs and policies related to infant nutrition [ 31 , 47 , 57 , 64 , 75 ]. Several studies also focus on infant feeding specific programs and behavioral changes in their recommendations [ 47 , 50 , 65 ]; however, many of these studies also highlight the need to expand beyond the individual’s role in decision making and address the broader social and environmental factors such as the workplace, healthcare infrastructure, social perceptions, among others, that influence infant feeding decisions. For example, Eni et al. [ 36 ] note that there are a complexity of factors resulting in various breastfeeding environments. These structural, social and cultural contexts are discussed throughout several of the grey literature texts as well [ 32 , 33 ]. It is also important to note that in the most recently published database paper, maternal mental health is directly addressed in the recommendations and this is the only paper with this focus for next steps [ 65 ]. Interventions that target socio-ecological factors based on the included papers’ recommendations for infant feeding are summarized in Fig. 7 .
(Adapted from Rollins et al. 2016)
The components of Indigenous infant feeding environments informed by community-based interventions
This scoping review presents and summarizes the findings reporting Indigenous infant feeding experiences within the qualitative literature in Canada, the US, Australia, and Aotearoa. Twelve themes were identified which summarize the literature including culture and traditionality , colonization, family, environment, social perceptions, professional influences, milk substitutes, breastfeeding initiation, cultural safety, survivance, infant feeding knowledge, and autonomy. The most prevalent themes discussed by caregivers and researchers in the included papers were family and culture/traditionality . The frequency of these two themes highlight the significant impact of family and culture/traditionality on infant nutrition decision-making for Indigenous caregivers and overlaps with components of the socio-ecological model [ 77 ]. This focus on family and culture/traditionality also emphasizes the importance of familial relationships and a collective mentality within traditional life ways for many Indigenous communities in these regions on infant nutrition and care practices.
In their informative global breastfeeding paper, Rollins and colleagues’ [ 1 ] conceptualize the components that contribute to the breastfeeding environment at multiple levels, overlapping with the social determinants of health. In this review, we observed that caregivers report similar components of the breastfeeding environment; however, these components seem to be described collectively, rather than as separate contexts. This is evident in the recommendations proposed by authors with a large focus on local and community-specific leadership, multidisciplinary interventions, and cultural safety in response to historical traumas, particularly within the healthcare system (Fig. 7 ). This aligns with Indigenous epistemology with an emphasis on the collective and interconnectedness of all things where power is manifested together, not over one another, and is based in local land-based knowledge [ 78 , 79 ].
A primary recommendation echoed within many of these studies was the need for community engagement in program and policy development [ 34 , 47 , 50 , 64 ]. This may need to be expanded upon to support Indigenous self-determination of policy and programs related to infant feeding where community members are not only engaged but leading the way forward in maternal and infant health. It is important to note that there have been changes over time in how these recommendations and perspectives are discussed and the role of the health professional, particularly related to cultural safety. For example, although similar concepts are discussed in Neander and Morse’s paper published in 1989, ‘cultural safety’ is not used as the terminology, which has been expanded upon in recent years by Indigenous and non-Indigenous scholars [ 37 , 80 , 81 ].
Related to this focus on health professionals and cultural safety, it’s important to distinguish that in many of the positive experiences expressed by participants in the studies, these interactions seemed to be primarily with professionals interacting closely with families. For example, midwives, who make home visits, were often included as part of positive experiences. In the literature, there is an emphasis on including practitioners who can build strong relationships with families through home visits and regular community engagement in routine services, which supports cultural safety within the healthcare system [ 82 , 83 ]. Health professional regulatory bodies should consider implementing practice competencies that support professionals to build and navigate strong and ethical relationships with clients/patients. Similarly, healthcare settings that serve Indigenous peoples should consider processes and therefore, facility infrastructures that enable close family-client-professional interactions. An example of this implementation with positive client experiences is the Toronto Birthing Centre, which uses an Indigenous framework and has birthing rooms with space for family [ 84 ].
The studies in this review are written within various fields of research; therefore, there were differences in methodological reporting. Future qualitative work should be thorough in reporting theoretical foundations to provide clarity of how the analyses and overall projects are approached (Fig. 4 ) [ 85 ]. Given the limited studies that report author/researcher positionality (Fig. 2 ), this may be an important addition in forthcoming work as a means of respecting Indigenous and qualitative literature conventions where we recognize that positionality influences ontological origins [ 86 ]. We challenge the academy to recognize that Indigenous and local knowledges are required within Indigenous health research and dissemination practices, while acknowledging our own limitation in this review of a single country authorship team.
This systematic scoping review utilized a rigorous search strategy that limited the possibility of missing relevant publications; however, it was time intensive. PRISMA-ScR guidelines were followed with two independent reviewers at each stage, enabling reproducibility of this review. The inclusion of the grey literature is a strength in this study as it captured important papers that were not published in peer-reviewed journals, often from Indigenous authors and communities (many of which were graduate dissertations), which was a priority in this review. A possible limitation is the exclusion of work that only discussed the introduction to solid foods; it is possible that this excluded an important conversation about the differences of introducing solids, like traditional foods from an Indigenous group’s perspective. In addition, the topic of this review is multidisciplinary; therefore, it is possible that although effort was made to include a broad range of research field databases in the search, relevant sources may have been missed.
In conclusion, this scoping review highlights important considerations for infant feeding environments within Indigenous communities with a focus on family and culture. Based on caregiver experiences, Indigenous breastfeeding supports must be community led with a focus on local capacity and traditional teachings. An emphasis on an intergenerational perspective that considers structural and systems approaches including cultural safety within healthcare, addressing maternal mental health, and consideration of sustainability over time is encouraged. Future work should focus on these key areas through strength-based research approaches, grounded in strong relationships and long-term follow-up.
All data generated or analysed during this study are available from the corresponding author on reasonable request.
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We wish to acknowledge the important contribution of Halima Abubakar in the review process. Given the knowledge specific to Indigenous communities discussed in this scoping review and out of respect for Indigenous research conventions, the authors position themselves within the research to explain the lens from which they approach and understand the research process. TG and AH are non-Indigenous scholars and faculty members based at the University of Toronto, which rests on lands that are the traditional home of the Huron-Wendat, the Seneca, and the Mississaugas of the Credit. All other authors have had student or supporting roles throughout this work and situate themselves as follows: HM is a settler of Scottish, Irish, French, German, and English ancestry residing in Haudenosaunee and Anishinaabe territory, which is part of the dish with one spoon agreement; CC is a settler living in Treaty 7 Territory, with ancestral roots in Germany, Scotland, and the Ukraine; AS is an Odawa Kwe from Wikwemikong, Manitoulin Island, Ontario. Currently, residing in the Tiohtià:ke in Kanien’kéha unceded territory; and HS is living in Treaty 13 territory with ancestral roots in Afghanistan. The remaining co-authors identify as non-Indigenous scholars.
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As the first author, HM conceptualized this work and provided leadership throughout. She participated in every aspect of this review, wrote the initial manuscript, and completed revisions. CC contributed to the screening and full text review of this work. She also contributed to the analysis, and the writing and review of the manuscript. TG supported the protocol of this review and provided guidance throughout analysis. She also contributed to the final manuscript. HS supported screening and full text review. She also provided edits for the manuscript. AS provided feedback on the analysis for this review and contributed to the writing of the manuscript. CL supported screening of papers and provided edits to the final manuscript. AH provided guidance throughout the duration of this review, supported decision making, and provided edits on the manuscript. All authors approved the final manuscript.
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Monteith, H., Checholik, C., Galloway, T. et al. Infant feeding experiences among Indigenous communities in Canada, the United States, Australia, and Aotearoa: a scoping review of the qualitative literature. BMC Public Health 24 , 1583 (2024). https://doi.org/10.1186/s12889-024-19060-1
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This. paper discusses literature review as a methodology for conducting research and o ffers an overview of different. types of reviews, as well as some guidelines to how to both conduct and ...
Literature review as a research methodology: An overview and guidelines. Journal of Business Research, 104, 333-339. Crossref. Google Scholar. Suri H., & Clarke D. (2009). Advancements in research synthesis methods: From a methodologically inclusive perspective. Review of Educational Research, 79(1), 395-430.
A literature review is a survey of scholarly sources that establishes familiarity with and an understanding of current research in a particular field. It includes a critical analysis of the relationship among different works, seeking a synthesis and an explanation of gaps, while relating findings to the project at hand.
A literature review is important because it: Explains the background of research on a topic. Demonstrates why a topic is significant to a subject area. Discovers relationships between research studies/ideas. Identifies major themes, concepts, and researchers on a topic. Identifies critical gaps and points of disagreement.
Types of Literature Review are as follows: Narrative literature review: This type of review involves a comprehensive summary and critical analysis of the available literature on a particular topic or research question. It is often used as an introductory section of a research paper. Systematic literature review: This is a rigorous and ...
Writing a literature review requires a range of skills to gather, sort, evaluate and summarise peer-reviewed published data into a relevant and informative unbiased narrative. Digital access to research papers, academic texts, review articles, reference databases and public data sets are all sources of information that are available to enrich ...
A literature review involves researching, reading, analyzing, evaluating, and summarizing scholarly literature (typically journals and articles) about a specific topic. The results of a literature review may be an entire report or article OR may be part of a article, thesis, dissertation, or grant proposal.
The Literature Review will place your research in context. It will help you and your readers: Locate patterns, relationships, connections, agreements, disagreements, & gaps in understanding. Identify methodological and theoretical foundations. Identify landmark and exemplary works. Situate your voice in a broader conversation with other writers ...
Literature Review. A literature review is a discussion of the literature (aka. the "research" or "scholarship") surrounding a certain topic. A good literature review doesn't simply summarize the existing material, but provides thoughtful synthesis and analysis. The purpose of a literature review is to orient your own work within an existing ...
In the field of research, the term method represents the specific approaches and procedures that the researcher systematically utilizes that are manifested in the research design, sampling design, data collec-tion, data analysis, data interpretation, and so forth. The literature review represents a method because the literature reviewer chooses ...
Reviewing literature to situate it in a research tradition is an essential step in the process of planning and designing research. A literature review shows the reader where your research is coming from, and how it is situated in relation to prior scholarship. Attention is necessarily given to literature about the research problem, which places ...
Rapid review. Assessment of what is already known about a policy or practice issue, by using systematic review methods to search and critically appraise existing research. Completeness of searching determined by time constraints. Time-limited formal quality assessment. Typically narrative and tabular.
Research methodology is the specific strategies, processes, or techniques utilised in the collection of information that is created and analysed. The methodology section of a research paper, or thesis, enables the reader to critically evaluate the study's validity and reliability by addressing how the data was collected or generated, and how ...
There are many types of literature review. The choice of a specific type depends on your research approach and design. The following types of literature review are the most popular in business studies: Narrative literature review, also referred to as traditional literature review, critiques literature and summarizes the body of a literature ...
The review sought to address the research questions identified in the 'Introduction' section of this paper. With regards to the conceptualization of a social model of health and wellbeing, analysis of the literature suggests that whilst the ethos, values and aspirations of achieving a unified model appears to have consensus.
First, the team compiled a guide on the goal, objectives, and timeline of the literature review. Next, along with an internal dive into existing GEC research and literature products, the GEC collaborated with the Department's Bunche Library to build a reading list consisting of over 100 leading articles by think tanks, governments, and scholars on propaganda and disinformation threats and ...
Internet usage has seen a stark global rise over the last few decades, particularly among adolescents and young people, who have also been diagnosed increasingly with internet addiction (IA). IA impacts several neural networks that influence an adolescent's behaviour and development. This article issued a literature review on the resting-state and task-based functional magnetic resonance ...
Literature reviews (24%) make up a larger segment than systematic literature reviews (8%), bibliometrics (4%), and other literature methods (10%). In the empirical research, the majority of the studies were case studies (54%), and the rest (2%) involved in-depth interviews. This data shows that qualitative reviews on BG are still dominant as ...
Background Although exclusive breastfeeding is recommended for the first six months of life, research suggests that breastfeeding initiation rates and duration among Indigenous communities differ from this recommendation. Qualitative studies point to a variety of factors influencing infant feeding decisions; however, there has been no collective review of this literature published to date ...
Literature Review methodology. A focused literature review was conducted to identify articles reporting on qualitative research on medication adherence, or development or validation of PRO measures of medication adherence, with the aim of identifying concepts relevant to medication adherence that could be incorporated into a conceptual model.