{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,10]],"date-time":"2026-09-10T05:10:09Z","timestamp":1789017009530,"version":"build-2803163510"},"reference-count":35,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2026,9,10]],"date-time":"2026-09-10T00:00:00Z","timestamp":1788998400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Med."],"abstract":"\n Introduction<\/jats:title>\n \n Systematic reviews in health sciences education require methodological approaches that address the pedagogical and conceptual complexity of educational interventions, which often differ from conventional clinical review models. This study addresses the research question:\n How can a mentefact-based algorithmic framework improve the rigor, consistency, and conceptual alignment of systematic reviews in health sciences education?<\/jats:italic>\n <\/jats:p>\n <\/jats:sec>\n \n Methodology<\/jats:title>\n The proposed framework comprises three linked modules: domain modeling through a mentefact, computational prioritization through rule-based filtering, semantic embeddings and clustering, and human-verified extraction and synthesis. The framework integrates the Ordinal Research Domain (ORD) and Conceptual Density and Experience Index (C-DEX) metrics to support source prioritization and conceptual relevance assessment. The workflow was structured with reference to PRISMA 2020 principles of transparency and reproducibility; however, the article reports a methodological framework with a pilot application, not a complete PRISMA-compliant systematic review.<\/jats:p>\n <\/jats:sec>\n \n Results<\/jats:title>\n The framework was piloted in the topic of artificial intelligence in radiology education, a domain in which clinical, technical, and pedagogical terminologies frequently overlap. The pilot application showed that mentefact-guided filtering can improve conceptual alignment between the educational phenomenon under review and the screening strategy used to organize the evidence.<\/jats:p>\n <\/jats:sec>\n \n Discussion<\/jats:title>\n Incorporating conceptual and pedagogical logic, rather than relying only on lexical keyword matching, may improve the interpretive relevance of evidence synthesis in health sciences education.<\/jats:p>\n <\/jats:sec>\n \n Conclusion<\/jats:title>\n The framework is presented as a methodological proposal with a pilot application. Its performance requires validation in future studies using independent datasets, full reviewer-based reference standards, and formal metrics such as sensitivity, specificity, precision, recall, and inter-rater agreement.<\/jats:p>\n <\/jats:sec>","DOI":"10.3389\/fmed.2026.1871801","type":"journal-article","created":{"date-parts":[[2026,9,10]],"date-time":"2026-09-10T04:32:33Z","timestamp":1789014753000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Optimizing systematic reviews in health sciences education: a mentefact-based algorithmic framework"],"prefix":"10.3389","volume":"13","author":[{"given":"Mar\u00eda Bel\u00e9n","family":"Morales-Cevallos","sequence":"first","affiliation":[{"name":"Universidad Cat\u00f3lica Santiago de Guayaquil","place":["Guayaquil, Ecuador"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Gabriela","family":"Espinosa-Arreaga","sequence":"additional","affiliation":[{"name":"Universidad de Guayaquil","place":["Guayaquil, Ecuador"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nelly","family":"Andrade Mejia","sequence":"additional","affiliation":[{"name":"Facultad de Ciencias de la Salud, Universidad Esp\u00edritu Santo","place":["Samborond\u00f3n, Ecuador"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Raynier","family":"Zambrano-Villacres","sequence":"additional","affiliation":[{"name":"Universidad Ecotec","place":["Samborond\u00f3n, Ecuador"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1965","published-online":{"date-parts":[[2026,9,10]]},"reference":[{"key":"B1","doi-asserted-by":"publisher","first-page":"ar20","DOI":"10.1187\/cbe.16-03-0117","article-title":"Early engagement in course-based research increases graduation rates and completion of science, engineering, and mathematics degrees","volume":"15","author":"Rodenbusch","year":"2016","journal-title":"CBE\u2014Life Sci Educ"},{"key":"B2","doi-asserted-by":"publisher","first-page":"337","DOI":"10.1007\/BF03029267","article-title":"Education reform and competency-based education","volume":"8","author":"Moon","year":"2007","journal-title":"Asia Pac Educ Rev"},{"key":"B3","doi-asserted-by":"publisher","first-page":"247","DOI":"10.4103\/2321-4848.144365","article-title":"Moving toward competency-based education: challenges and the way forward","volume":"2","author":"Chacko","year":"2014","journal-title":"Arch Med Health Sci"},{"key":"B4","doi-asserted-by":"publisher","first-page":"727","DOI":"10.1186\/s12909-023-04728-w","article-title":"Interprofessional collaboration (or lack thereof) between faculty and learning technologists in the creation of digital learning","volume":"23","author":"Han","year":"2023","journal-title":"BMC Med Educ"},{"key":"B5","volume-title":"Understanding and Managing the Complexity of Healthcare","author":"Rouse","year":"2014"},{"key":"B6","doi-asserted-by":"publisher","DOI":"10.54120\/jost.pr000019.v1","article-title":"The steps to doing a systems literature review (SLR)","author":"Cabrera","year":"","journal-title":"J Syst Think"},{"key":"B7","doi-asserted-by":"publisher","first-page":"139","DOI":"10.1007\/s10664-018-9626-5","article-title":"Identification and prioritization of SLR search tool requirements: an SLR and a survey","volume":"24","author":"Al-Zubidy","year":"2019","journal-title":"Empir Softw Eng"},{"key":"B8","doi-asserted-by":"publisher","first-page":"1899","DOI":"10.1007\/s11846-023-00668-3","article-title":"How to conduct systematic literature reviews in management\u00a0research: a guide in 6 steps and 14 decisions","volume":"17","author":"Sauer","year":"2023","journal-title":"Rev Manag Sci"},{"key":"B9","doi-asserted-by":"publisher","first-page":"e000046","DOI":"10.1136\/fmch-2018-000046","article-title":"Curriculum development: a how to primer","volume":"7","author":"Schneiderhan","year":"2019","journal-title":"Fam Med Community Health"},{"key":"B10","doi-asserted-by":"publisher","first-page":"627","DOI":"10.1007\/s10664-019-09763-0","article-title":"Search. 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