Research Methods

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Literature Review

  • What is a Literature Review?
  • What is NOT a Literature Review?
  • Purposes of a Literature Review
  • Types of Literature Reviews
  • Literature Reviews vs. Systematic Reviews
  • Systematic vs. Meta-Analysis

Literature Review  is a comprehensive survey of the works published in a particular field of study or line of research, usually over a specific period of time, in the form of an in-depth, critical bibliographic essay or annotated list in which attention is drawn to the most significant works.

Also, we can define a literature review as the collected body of scholarly works related to a topic:

  • Summarizes and analyzes previous research relevant to a topic
  • Includes scholarly books and articles published in academic journals
  • Can be an specific scholarly paper or a section in a research paper

The objective of a Literature Review is to find previous published scholarly works relevant to an specific topic

  • Help gather ideas or information
  • Keep up to date in current trends and findings
  • Help develop new questions

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.
  • Helps focus your own research questions or problems
  • Discovers relationships between research studies/ideas.
  • Suggests unexplored ideas or populations
  • Identifies major themes, concepts, and researchers on a topic.
  • Tests assumptions; may help counter preconceived ideas and remove unconscious bias.
  • Identifies critical gaps, points of disagreement, or potentially flawed methodology or theoretical approaches.
  • Indicates potential directions for future research.

All content in this section is from Literature Review Research from Old Dominion University 

Keep in mind the following, a literature review is NOT:

Not an essay 

Not an annotated bibliography  in which you summarize each article that you have reviewed.  A literature review goes beyond basic summarizing to focus on the critical analysis of the reviewed works and their relationship to your research question.

Not a research paper   where you select resources to support one side of an issue versus another.  A lit review should explain and consider all sides of an argument in order to avoid bias, and areas of agreement and disagreement should be highlighted.

A literature review serves several purposes. For example, it

  • provides thorough knowledge of previous studies; introduces seminal works.
  • helps focus one’s own research topic.
  • identifies a conceptual framework for one’s own research questions or problems; indicates potential directions for future research.
  • suggests previously unused or underused methodologies, designs, quantitative and qualitative strategies.
  • identifies gaps in previous studies; identifies flawed methodologies and/or theoretical approaches; avoids replication of mistakes.
  • helps the researcher avoid repetition of earlier research.
  • suggests unexplored populations.
  • determines whether past studies agree or disagree; identifies controversy in the literature.
  • tests assumptions; may help counter preconceived ideas and remove unconscious bias.

As Kennedy (2007) notes*, it is important to think of knowledge in a given field as consisting of three layers. First, there are the primary studies that researchers conduct and publish. Second are the reviews of those studies that summarize and offer new interpretations built from and often extending beyond the original studies. Third, there are the perceptions, conclusions, opinion, and interpretations that are shared informally that become part of the lore of field. In composing a literature review, it is important to note that it is often this third layer of knowledge that is cited as "true" even though it often has only a loose relationship to the primary studies and secondary literature reviews.

Given this, while literature reviews are designed to provide an overview and synthesis of pertinent sources you have explored, there are several approaches to how they can be done, depending upon the type of analysis underpinning your study. Listed below are definitions of types of literature reviews:

Argumentative Review      This form examines literature selectively in order to support or refute an argument, deeply imbedded assumption, or philosophical problem already established in the literature. The purpose is to develop a body of literature that establishes a contrarian viewpoint. Given the value-laden nature of some social science research [e.g., educational reform; immigration control], argumentative approaches to analyzing the literature can be a legitimate and important form of discourse. However, note that they can also introduce problems of bias when they are used to to make summary claims of the sort found in systematic reviews.

Integrative Review      Considered a form of research that reviews, critiques, and synthesizes representative literature on a topic in an integrated way such that new frameworks and perspectives on the topic are generated. The body of literature includes all studies that address related or identical hypotheses. A well-done integrative review meets the same standards as primary research in regard to clarity, rigor, and replication.

Historical Review      Few things rest in isolation from historical precedent. Historical reviews are focused on examining research throughout a period of time, often starting with the first time an issue, concept, theory, phenomena emerged in the literature, then tracing its evolution within the scholarship of a discipline. The purpose is to place research in a historical context to show familiarity with state-of-the-art developments and to identify the likely directions for future research.

Methodological Review      A review does not always focus on what someone said [content], but how they said it [method of analysis]. This approach provides a framework of understanding at different levels (i.e. those of theory, substantive fields, research approaches and data collection and analysis techniques), enables researchers to draw on a wide variety of knowledge ranging from the conceptual level to practical documents for use in fieldwork in the areas of ontological and epistemological consideration, quantitative and qualitative integration, sampling, interviewing, data collection and data analysis, and helps highlight many ethical issues which we should be aware of and consider as we go through our study.

Systematic Review      This form consists of an overview of existing evidence pertinent to a clearly formulated research question, which uses pre-specified and standardized methods to identify and critically appraise relevant research, and to collect, report, and analyse data from the studies that are included in the review. Typically it focuses on a very specific empirical question, often posed in a cause-and-effect form, such as "To what extent does A contribute to B?"

Theoretical Review      The purpose of this form is to concretely examine the corpus of theory that has accumulated in regard to an issue, concept, theory, phenomena. The theoretical literature review help establish what theories already exist, the relationships between them, to what degree the existing theories have been investigated, and to develop new hypotheses to be tested. Often this form is used to help establish a lack of appropriate theories or reveal that current theories are inadequate for explaining new or emerging research problems. The unit of analysis can focus on a theoretical concept or a whole theory or framework.

* Kennedy, Mary M. "Defining a Literature."  Educational Researcher  36 (April 2007): 139-147.

All content in this section is from The Literature Review created by Dr. Robert Larabee USC

Robinson, P. and Lowe, J. (2015),  Literature reviews vs systematic reviews.  Australian and New Zealand Journal of Public Health, 39: 103-103. doi: 10.1111/1753-6405.12393

literature review directions for future research

What's in the name? The difference between a Systematic Review and a Literature Review, and why it matters . By Lynn Kysh from University of Southern California

literature review directions for future research

Systematic review or meta-analysis?

A  systematic review  answers a defined research question by collecting and summarizing all empirical evidence that fits pre-specified eligibility criteria.

A  meta-analysis  is the use of statistical methods to summarize the results of these studies.

Systematic reviews, just like other research articles, can be of varying quality. They are a significant piece of work (the Centre for Reviews and Dissemination at York estimates that a team will take 9-24 months), and to be useful to other researchers and practitioners they should have:

  • clearly stated objectives with pre-defined eligibility criteria for studies
  • explicit, reproducible methodology
  • a systematic search that attempts to identify all studies
  • assessment of the validity of the findings of the included studies (e.g. risk of bias)
  • systematic presentation, and synthesis, of the characteristics and findings of the included studies

Not all systematic reviews contain meta-analysis. 

Meta-analysis is the use of statistical methods to summarize the results of independent studies. By combining information from all relevant studies, meta-analysis can provide more precise estimates of the effects of health care than those derived from the individual studies included within a review.  More information on meta-analyses can be found in  Cochrane Handbook, Chapter 9 .

A meta-analysis goes beyond critique and integration and conducts secondary statistical analysis on the outcomes of similar studies.  It is a systematic review that uses quantitative methods to synthesize and summarize the results.

An advantage of a meta-analysis is the ability to be completely objective in evaluating research findings.  Not all topics, however, have sufficient research evidence to allow a meta-analysis to be conducted.  In that case, an integrative review is an appropriate strategy. 

Some of the content in this section is from Systematic reviews and meta-analyses: step by step guide created by Kate McAllister.

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  • Guan M Li J Zhang Y Liu Y (2023) Coparticipant effect in group buying Decision Support Systems 10.1016/j.dss.2023.113980 171 :C Online publication date: 1-Aug-2023 https://dl.acm.org/doi/10.1016/j.dss.2023.113980
  • Rosário A (2022) How a Sustainability Strategy Can Leverage E-Commerce? Advancing SMEs Toward E-Commerce Policies for Sustainability 10.4018/978-1-6684-5727-6.ch003 (44-72) Online publication date: 16-Dec-2022 https://doi.org/10.4018/978-1-6684-5727-6.ch003
  • Schoemaker E Talhouk R Kamanu C McDonaugh E McDonaugh C Casey E Wills A Richardson F Donner J (2022) Social Agriculture: Examining the Affordances of Social Media for Agricultural Practices Proceedings of the 5th ACM SIGCAS/SIGCHI Conference on Computing and Sustainable Societies 10.1145/3530190.3534806 (476-489) Online publication date: 29-Jun-2022 https://dl.acm.org/doi/10.1145/3530190.3534806
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Please note you do not have access to teaching notes, infrastructure project finance: a systematic literature review and directions for future research.

Qualitative Research in Financial Markets

ISSN : 1755-4179

Article publication date: 8 February 2021

Issue publication date: 22 June 2021

The objective of this systematic literature review (SLR) is to outline the existing research in the field of infrastructure project finance (IPF). This paper aims to summarise the academic and practitioner research to highlight the benefits of adopting IPF structures in uncertain environments. By highlighting all conceptual and applied implications of IPF, the study identifies future research directions to develop a holistic understanding of IPF.

Design/methodology/approach

The SLR is based on 125 articles published in peer-reviewed journals during 1975–2019. After providing a brief overview of IPF, research methodology and citation, publication and author analysis, the SLR presents the various domains around which existing research in IPF is focussed and provides future research propositions in each domain.

The study found that despite the increased usage of IPF, academic and practitioner research in the field is lagging. Also, with increased usage of IPF in emerging and under-developed economies, IPF structure presents a perfect setting to understand how investment and financing are interlinked and how to overcome the institutional voids, socio-economic risks and inter-partner differences by IPF structures.

Originality/value

This literature review paper is based on the research in IPF between 1975 and 2019. To the best of the authors’ understanding, the SLR is the first focussed study detailing a methodical and thorough compendium of existing studies in the IPF domain. By focussing on various domains of IPF research, this paper presents future research avenues in the field.

  • Infrastructure project finance
  • Risk management
  • Agency conflict
  • Contractual structure
  • Debt participants

Kumar, A. , Srivastava, V. and Tabash, M.I. (2021), "Infrastructure project finance: a systematic literature review and directions for future research", Qualitative Research in Financial Markets , Vol. 13 No. 3, pp. 295-327. https://doi.org/10.1108/QRFM-07-2020-0130

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Carbon Accounting: A Systematic Literature Review and Directions for Future Research

  • Jillene Marlowe 1 ,  ,  , 
  • Amelia Clarke 2
  • 1. Memorial University of Newfoundland, Grenfell Campus, Newfoundland, Canada
  • 2. University of Waterloo, Ontario, Canada
  • Received: 15 October 2021 Revised: 29 December 2021 Accepted: 12 January 2022 Published: 27 January 2022

JEL Codes: G3, M14, M41, M48, Q5, R5, L5

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Carbon accounting is an evolving approach to support decision-making for climate action and reporting of progress. This systematic literature review of 27 journal articles in the field of carbon accounting provides an overview of the current state of the field. It illustrates the lack of transparency, reliability, and comparability within current measurement systems; the lack of research on how greenhouse gas inventories are linked to monitoring, decision-making, reporting and disclosure systems; and the role of the accounting profession. Based on the findings, we provide a summary of where research gaps exist and thus suggestions for future research directions.

  • carbon accounting ,
  • accounting profession ,
  • measurement ,
  • sustainability accounting ,
  • GHG inventory ,
  • carbon budget ,
  • climate mitigation

Citation: Jillene Marlowe, Amelia Clarke. Carbon Accounting: A Systematic Literature Review and Directions for Future Research[J]. Green Finance, 2022, 4(1): 71-87. doi: 10.3934/GF.2022004

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Many faces of the minimal clinically important difference (MCID): a literature review and directions for future research

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  • 1 Department of Occupational Therapy, Graduate Department of Rehabilitation Sciences, University of Toronto, Toronto, Canada. [email protected]
  • PMID: 11845014
  • DOI: 10.1097/00002281-200203000-00006

The minimal clinically important difference (MCID) for an instrument is a much sought after, but elusive figure. In this review we will highlight new findings in this area, including taxonomy of MCID, methods used to ascertain MCID, the perspective taken for evaluating importance, and other sources of variation for MCID values. In the end we believe the MCID will be a context-specific value rather than a fixed number. The review highlights the need to do methodological research in this area, especially concurrent comparisons between approaches, or across different patient groups. There are many faces to the MCID, it is not a simple concept, nor simple to calculate.

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The Role of Fintech in Promoting Financial Inclusion to Achieve Sustainable Development: An Integrated Bibliometric Analysis and Systematic Literature Review

  • Published: 03 July 2024

Cite this article

literature review directions for future research

  • Kriti Kishor   ORCID: orcid.org/0009-0006-2808-1633 1 ,
  • Sanjeev K. Bansal   ORCID: orcid.org/0009-0009-8585-0429 1 &
  • Roshan Kumar 2  

Fintech’s ability to enhance efficiency and reduce costs in financial services can promote greater financial inclusion (FI), which in turn serves as a foundation for sustainable and equitable development. Due to the dearth of thorough summaries in the body of existing literature, this systematic review and bibliometric analysis aim to present quantitative and qualitative information about the comprehensive relationship between fintech, FI, and sustainability development in an organised way. The review includes 189 publications from peer-reviewed journals of Scopus and Web of Science (WoS) databases up to 2023. The article was compiled based on the Scientific Procedures and Rationales for Systematic Literature Reviews (SPAR‐4‐SLR) protocol and the theory-context-characteristics-methodology (TCCM) framework. Bibliometric analysis has identified the leading journals, authors, nations, articles, and themes. A conceptual model has been designed to illustrate the entire scope, following which potential study areas have been proposed. This study aims to provide academic researchers, policymakers, and regulators with a detailed understanding of the relationship between fintech, financial inclusion, and sustainable development. The analysis demonstrates that FI is an essential requirement of our society and a vital pathway to achieve sustainable development. In the content analysis, we identify an integrative framework of four variables on this nexus. We found a very few conceptual, qualitative, and mixed method papers on this interaction, which provide potential avenues for further research. We recommend that scholars consider adopting a multi-theory perspective. We propose a comprehensive framework on this nexus. It will also pinpoint specific areas that require further investigation.

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Kishor, K., Bansal, S.K. & Kumar, R. The Role of Fintech in Promoting Financial Inclusion to Achieve Sustainable Development: An Integrated Bibliometric Analysis and Systematic Literature Review. J Knowl Econ (2024). https://doi.org/10.1007/s13132-024-02168-5

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Alzheimer’s disease and epilepsy: exploring shared pathways and promising biomarkers for future treatments.

literature review directions for future research

1. Introduction

2. materials and methods, 3.1. epidemiological data describing the comorbidity of alzheimer’s disease and epilepsy, 3.2. risk factors implicated in both alzheimer’s disease and epilepsy, 3.2.1. shared risk factors between alzheimer’s disease and epilepsy, 3.2.2. risk factors for epilepsy in individuals with alzheimer’s disease, 3.2.3. risk factors for dementia in epileptic patients, 3.3. shared pathogenetic mechanisms between alzheimer’s disease and epilepsy, 3.3.1. amyloid-β, 3.3.2. hyperphosphorylated tau protein, 3.3.3. glutamate, 3.3.4. gamma-aminobutyric acid, 3.3.5. neuroinflammation, 3.3.6. acetylcholine—noradrenaline—serotonin activity, 3.3.7. voltage-gated ion channels, 3.3.8. mitochondria–endoplasmic reticulum stress, 3.3.9. astrocytes, 3.3.10. beta-secretase 1, 3.3.11. mechanistic target of rapamycin, 3.3.12. triggering receptor expressed on myeloid cells, 3.3.13. α-synuclein, 3.3.14. neural network, 3.3.15. the role of sleep, 3.3.16. others, 3.4. seizure types, 3.5. electroencephalography, 3.6. biomarkers, 3.6.1. cerebrospinal fluid biomarkers, 3.6.2. neuroimaging findings, 3.6.3. cognitive testing, 3.6.4. genetic associations, 3.6.5. electroencephalographic markers, 3.7. therapy, 4. discussion, conflicts of interest, abbreviations.

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Click here to enlarge figure

Genetic: , PSEN2, APP and duplication of APP [ ] —R47H variant [ ], APOEε4 allele [ ] ]
Age [ , ]
Mild cognitive impairment [ ]
Vascular [ ]: ] , ]
History of brain traumatic injury [ ]
Blood–brain barrier dysfunction [ ]
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Kalyvas, A.-C.; Dimitriou, M.; Ioannidis, P.; Grigoriadis, N.; Afrantou, T. Alzheimer’s Disease and Epilepsy: Exploring Shared Pathways and Promising Biomarkers for Future Treatments. J. Clin. Med. 2024 , 13 , 3879. https://doi.org/10.3390/jcm13133879

Kalyvas A-C, Dimitriou M, Ioannidis P, Grigoriadis N, Afrantou T. Alzheimer’s Disease and Epilepsy: Exploring Shared Pathways and Promising Biomarkers for Future Treatments. Journal of Clinical Medicine . 2024; 13(13):3879. https://doi.org/10.3390/jcm13133879

Kalyvas, Athanasios-Christos, Maria Dimitriou, Panagiotis Ioannidis, Nikolaos Grigoriadis, and Theodora Afrantou. 2024. "Alzheimer’s Disease and Epilepsy: Exploring Shared Pathways and Promising Biomarkers for Future Treatments" Journal of Clinical Medicine 13, no. 13: 3879. https://doi.org/10.3390/jcm13133879

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    Fake news on the internet: a literature review, synthesis and directions for future research - Author: Yuanyuan Wu, Eric W.T. Ngai, Pengkun Wu, Chong Wu ... This study contributes to the understanding of FNI and guides future research.,Drawing on the input-process-output framework, this study reviews 202 relevant articles to examine the ...

  5. The Meaning of Home: Literature Review and Directions for Future

    The Journal of Architectural and Planning Research 8:2 (Summer, 1991) 96 THE MEANING OF HOME: LITERATURE REVIEW AND DIRECTIONS FOR FUTURE RESEARCH AND THEORETICAL DEVELOPMENT Carole Després This paper reviews mainstream empirical literature on the meaning of home published between

  6. Impacts of knowledge sharing: a review and directions for future research

    The specific purpose of this paper is to summarize the findings from past research. on knowledge sharing outcomes in organizations and to suggest promising direc tions for. future research. This ...

  7. Household finance: a systematic literature review and directions for

    Household finance: a systematic literature review and directions for future research - Author: Nahid Zehra, Udai Bhan Singh ... this study projects directions for future research to develop a comprehensive understanding of the subject.,This SLR is based on 112 articles published in peer-reviewed journals between 2006 and 2020 (Table 3). The ...

  8. Social Media Analytics: Literature Review and Directions for Future

    The present paper offers a comprehensive review of the SMA empirical literature and directions for future research. The review is based on 54 papers selected out of 843 search results. The review focuses on different domains: industrial domains, data-mining objectives, use cases, and applications. Out of the studies, public administration and ...

  9. Online Group-Buying: Literature Review and Directions for Future Research

    Next, it provides a comprehensive overview of the existing literature in the online group-buying research field. Building on this review, the paper presents a meta-theoretical framework toward the sustainability of group-buying and provides research directions to guide future studies on online group-buying.

  10. Ambidextrous leadership: a narrative literature review for theory

    Ambidextrous leadership: a narrative literature review for theory development and directions for future research - Author: Dimitrios Kafetzopoulos. This study seeks to provide a narrative literature review of existing empirical research, in order to better understand the processes and theory of ambidextrous leadership, as well as its influence ...

  11. The sales-marketing interface: A systematic literature review and

    Future research directions. Our systematic literature review not only serves to examine and synthesize the current body of work on SMIs, but also provides a foundation to derive future research directions (Hulland & Houston, 2020; Palmatier et al., 2018). We juxtapose our proposed model of the SMI with the big-picture conceptual questions and ...

  12. Knowledge maps: A systematic literature review and directions for

    Set up data sources for spidering: in the discovery server, setting up the training set of data and defining each data source to its lowest. Create the map: three steps are involving primarily, add repositories to process, review the settings of the knowledge map, create knowledge map. Empty Cell. Step 9. Step 10.

  13. Women's financial well‐being: A systematic literature review and

    In this context, the objectives of this research are to conduct a systematic literature review of women's financial well-being and to propose directions for future research. This study comprises a review of 130 articles published in peer-reviewed journals over the period 1990-2020.

  14. Dark Ages Cold Period: A literature review and directions for future

    Dark Ages Cold Period: A literature review and directions for future research. Samuli Helama [email protected], Phil D Jones, and Keith R Briffa View all authors and affiliations. ... Geophysical Research Letters 35: L08607. Crossref. Google Scholar. Eiríksson J, Bartels-Jonsdóttir HB, Cage AG, et al. (2006) Variability of the North Atlantic ...

  15. The Good, the Bad, and the Ugly of Organizational Rankings: A

    The Good, the Bad, and the Ugly of Organizational Rankings: A Multidisciplinary Review of the Literature and Directions for Future Research Violina P. Rindova [email protected] , Luis L. Martins , […] , Santosh B. Srinivas , and David Chandler +1 -1 View all authors and affiliations

  16. Social Media Analytics: Literature Review and Directions for Future

    A comprehensive review of the SMA empirical literature and directions for future research suggests that novel methods, such as cross-media data classification, tags detection, label priority ranking, tweeting activity signatures, and geospatial data processing have been used less and could be further explored in future research. Businesses are currently using social media analytics SMA to ...

  17. Drivers of Performance Information Use: Systematic Literature Review

    This systematic analysis also uncovers less conclusive variables; findings which are highly relevant for future studies. Based on the review, the article suggests directions for further research endeavors, including theoretical and methodological propositions.

  18. The digital divide: a literature review and some directions for future

    This study then provides suggestions for future research in light of the COVID-19 pandemic. Findings It can be concluded that the digital divide is insufficiently exposed and examined by researchers.

  19. Employee Development and Organizational Performance: A Review of

    Employee Development and Organizational Performance: A Review of Literature and Directions for Future Research September 2003 Human Resource Development International 6(3):343-354

  20. Infrastructure project finance: a systematic literature review and

    Infrastructure project finance: a systematic literature review and directions for future research - Author: Ashish Kumar, Vikas Srivastava, Mosab I. Tabash ... the study identifies future research directions to develop a holistic understanding of IPF.,The SLR is based on 125 articles published in peer-reviewed journals during 1975-2019. After ...

  21. Carbon Accounting: A Systematic Literature Review and Directions for

    Carbon Accounting: A Systematic Literature Review and Directions for Future Research. 1. 2. Carbon accounting is an evolving approach to support decision-making for climate action and reporting of progress. This systematic literature review of 27 journal articles in the field of carbon accounting provides an overview of the current state of the ...

  22. Many faces of the minimal clinically important difference (MCID): a

    Many faces of the minimal clinically important difference (MCID): a literature review and directions for future research Curr Opin Rheumatol. 2002 Mar;14(2):109-14. doi: 10.1097/00002281-200203000-00006. ... Research Design* Rheumatic Diseases / physiopathology Rheumatic Diseases / therapy* ...

  23. Full article: A systematic literature review on green human resource

    To our knowledge, this review is unique in the sense that it proposes future research directions to fill detailed research gaps and extend new knowledge on existing literature on how GHRM and sustainability performance are linked based on the triple bottom line (TBL).

  24. Fake online reviews: Literature review, synthesis, and directions for

    Based on a review of the extant literature on this issue, we identify 20 future research questions and suggest 18 propositions. Notably, research on fake reviews is often limited by lack of high-quality datasets. To alleviate this problem, we comprehensively compile and summarize the existing fake reviews-related public datasets.

  25. TCCM Framework-Based Review of the Studies

    Utilising a hybrid method of bibliometric analysis and systematic literature review leads to a comprehensive understanding of the subject and the development of research paths for the future. The concept of systematic literature review (SLR) was initially created in the field of medicine and later gained acceptance in the field of management ...

  26. The 4.2 ka event: A review of palaeoclimate literature and directions

    Such research seems to be just beginning. Get full access to this article. View all access and purchase options for this article. ... Briffa KR (2017) Dark ages cold period: A literature review and directions for future research. Holocene 27: 1600-1606. Crossref. Web of Science. Google Scholar. Helama S, Oinonen M (2019) Exact dating of the ...

  27. Leadership for quality: a systematic review and future directions

    The focus of this study was to consolidate the existing knowledge on leadership, market-oriented culture, and TQM by proposing a conceptual model providing a starting point for researchers and ...

  28. JCM

    Background: Alzheimer's disease (AD) and epilepsy represent two complex neurological disorders with distinct clinical manifestations, yet recent research has highlighted their intricate interplay. This review examines the association between AD and epilepsy, with particular emphasis on late-onset epilepsy of unknown etiology, increasingly acknowledged as a prodrome of AD. It delves into ...