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Chart, Don’t Theme. Why Reflexive Thematic Analysis is a Poor Fit for Scoping Reviews Cover

Chart, Don’t Theme. Why Reflexive Thematic Analysis is a Poor Fit for Scoping Reviews

Open Access
|Jul 2026

References

  1. Maggio LA, Costello JA, Norton C, Driessen EW, Artino AR. Knowledge syntheses in medical education: A bibliometric analysis. Perspect Med Educ. 2021;10. DOI: 10.1007/S40037-020-00626-9
  2. Mak S, Thomas A. An Introduction to Scoping Reviews. J Grad Med Educ. 2022;14:561564. DOI: 10.4300/JGME-D-22-00620.1
  3. Munn Z, Peters MDJ, Stern C, Tufanaru C, McArthur A, Aromataris E. Systematic review or scoping review? Guidance for authors when choosing between a systematic or scoping review approach. BMC Med Res Methodol. 2018;18:143. DOI: 10.1186/s12874-018-0611-x
  4. Peters MDJ, Marnie C, Tricco AC, Pollock D, Munn Z, Alexander L, et al. Updated methodological guidance for the conduct of scoping reviews. JBI Evid Synth. 2020;18:2119. DOI: 10.11124/JBIES-20-00167
  5. Braun V, Clarke V. Thematic Analysis: A Practical Guide. SAGE Publications Ltd; 2021. DOI: 10.4135/9781036232078.n9
  6. Coates WC, Jordan J, Clarke SO. A practical guide for conducting qualitative research in medical education: Part 2—Coding and thematic analysis. AEM Educ Train. 2021;5:e10645. DOI: 10.1002/aet2.10645
  7. Kiger ME, Varpio L. Thematic analysis of qualitative data: AMEE Guide No. 131. Med Teach. Taylor & Francis. 2020;42:846854. DOI: 10.1080/0142159X.2020.1755030
  8. Braun V, Clarke V. One size fits all? What counts as quality practice in (reflexive) thematic analysis? Qual Res Psychol. Routledge. 2021;18:328352. DOI: 10.1080/14780887.2020.1769238
  9. Braun V, Clarke V. Toward good practice in thematic analysis: Avoiding common problems and be(com)ing a knowing researcher. Int J Transgender Health. Taylor & Francis. 2023;24:16. DOI: 10.1080/26895269.2022.2129597
  10. Braun V, Clarke V, Hayfield N, Terry G. Thematic Analysis. Handb Res Methods Health Soc Sci [Internet]. Singapore: Springer; 2019 [cited 2026 Mar 1]. p. 843860. DOI: 10.1007/978-981-10-5251-4_103
  11. Maggio LA, Larsen K, Thomas A, Costello JA, Artino AR. Scoping reviews in medical education: A scoping review. Med Educ. 2021;55:689700. DOI: 10.1111/medu.14431
  12. Arksey H, O’Malley L. Scoping studies: towards a methodological framework. Int J Soc Res Methodol. Routledge. 2005;8:1932. DOI: 10.1080/1364557032000119616
  13. Levac D, Colquhoun H, O’Brien KK. Scoping studies: advancing the methodology. Implement Sci. 2010;5:69. DOI: 10.1186/1748-5908-5-69
  14. Nowell LS, Norris JM, White DE, Moules NJ. Thematic Analysis: Striving to Meet the Trustworthiness Criteria. Int J Qual Methods. 2017;16:1609406917733847. SAGE Publications Inc. DOI: 10.1177/1609406917733847
  15. Dhakal K. NVivo. J Med Libr Assoc JMLA. 2022;110:270272. DOI: 10.5195/jmla.2022.1271
  16. Flemming K, Noyes J. Qualitative Evidence Synthesis: Where Are We at? Int J Qual Methods. SAGE Publications Inc. 2021;20:1609406921993276. DOI: 10.1177/1609406921993276
  17. Thomas J, Harden A. Methods for the thematic synthesis of qualitative research in systematic reviews. BMC Med Res Methodol. 2008;8:45. DOI: 10.1186/1471-2288-8-45
  18. Braun V, Clarke V. Reflecting on reflexive thematic analysis. Qual Res Sport Exerc Health. 2019;11:589597. Routledge. DOI: 10.1080/2159676X.2019.1628806
  19. Morriss L. Themes do not emerge. An editor’s reflections on the use of Braun and Clarke’s thematic analysis. Qual Soc Work. 2024;23:745749. SAGE Publications. DOI: 10.1177/14733250241277355
  20. Pollock D, Peters MDJ, Khalil H, McInerney P, Alexander L, Tricco AC, et al. Recommendations for the extraction, analysis, and presentation of results in scoping reviews. JBI Evid Synth. 2023;21:520. DOI: 10.11124/JBIES-22-00123
  21. Braun V, Clarke V. Using thematic analysis in psychology. Qual Res Psychol. 2006;3:77101. Routledge. DOI: 10.1191/1478088706qp063oa
  22. Colquhoun HL, Levac D, O’Brien KK, Straus S, Tricco AC, Perrier L, et al. Scoping reviews: time for clarity in definition, methods, and reporting. J Clin Epidemiol. 2014;67:12911294. DOI: 10.1016/j.jclinepi.2014.03.013
  23. Braun V, Clarke V. Conceptual and design thinking for thematic analysis. Qual Psychol. US: Educational Publishing Foundation; 2022;9:326. DOI: 10.1037/qup0000196
  24. Dixon-Woods M, Agarwal S, Jones D, Young B, Sutton A. Synthesising qualitative and quantitative evidence: a review of possible methods. J Health Serv Res Policy. 2005;10:4553. DOI: 10.1177/135581960501000110
  25. Daudt HM, van Mossel C, Scott SJ. Enhancing the scoping study methodology: a large, inter-professional team’s experience with Arksey and O’Malley’s framework. BMC Med Res Methodol. 2013;13:48. DOI: 10.1186/1471-2288-13-48
  26. Park JO, Lee-Jayaram J, Sato E, Eto Y, Kahili-Heede M, Hirayama K, et al. A scoping review of remote facilitation during simulation-based healthcare education. BMC Med Educ. 2023;23:592. DOI: 10.1186/s12909-023-04551-3
  27. Gale NK, Heath G, Cameron E, Rashid S, Redwood S. Using the framework method for the analysis of qualitative data in multi-disciplinary health research. BMC Med Res Methodol. 2013;13:117. DOI: 10.1186/1471-2288-13-117
  28. Dixon-Woods M. Using framework-based synthesis for conducting reviews of qualitative studies. BMC Med. 2011;9:39. DOI: 10.1186/1741-7015-9-39
  29. Meyer EG, Chen HC, Uijtdehaage S, Durning SJ, Maggio LA. Scoping Review of Entrustable Professional Activities in Undergraduate Medical Education. Acad Med. 2019;94:1040. DOI: 10.1097/ACM.0000000000002735
  30. Elo S, Kyngäs H. The qualitative content analysis process. J Adv Nurs. 2008;62:107115. DOI: 10.1111/j.1365-2648.2007.04569.x
  31. Hsieh H-F, Shannon SE. Three Approaches to Qualitative Content Analysis. Qual Health Res. 2005;15:12771288. SAGE Publications Inc. DOI: 10.1177/1049732305276687
  32. Bochatay N, Ju M, O’Brien BC, van Schaik SM. A Scoping Review of Interprofessional Simulation-Based Team Training Programs. Simul Healthc. 2025;20:33. DOI: 10.1097/SIH.0000000000000792
  33. Tricco AC, Lillie E, Zarin W, O’Brien KK, Colquhoun H, Levac D, et al. PRISMA Extension for Scoping Reviews (PRISMA-ScR): Checklist and Explanation. Ann Intern Med. American College of Physicians; 2018;169:467473. DOI: 10.7326/M18-0850
  34. Byrne D. A worked example of Braun and Clarke’s approach to reflexive thematic analysis. Qual Quant. 2022;56:13911412. DOI: 10.1007/s11135-021-01182-y
  35. Pham MT, Rajić A, Greig JD, Sargeant JM, Papadopoulos A, McEwen SA. A scoping review of scoping reviews: advancing the approach and enhancing the consistency. Res Synth Methods. 2014;5:371385. DOI: 10.1002/jrsm.1123
  36. Peters M, Godfrey C, McInerney P, Baldini S, Khalil H, Parker D. Chapter 11: Scoping reviews. Joanna Briggs Inst Rev Man. The Joanna Briggs Institute; 2021.
DOI: https://doi.org/10.5334/pme.2670 | Journal eISSN: 2212-277X
Language: English
Page range: 573 - 582
Submitted on: Apr 9, 2026
Accepted on: Jul 1, 2026
Published on: Jul 9, 2026
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services

© 2026 Anél Wiese, Lauren A. Maggio, Deirdre Bennett, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.