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Record W4416247122 · doi:10.36834/cmej.81284

Problem-based and related learning approaches in family medicine residency: a scoping review of four countries

2025· article· fr· W4416247122 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
venuePublished in a venue whose home country is Canada.

Bibliographic record

VenueCanadian Medical Education Journal · 2025
Typearticle
Languagefr
FieldSocial Sciences
TopicProblem and Project Based Learning
Canadian institutionsMemorial University of Newfoundland
Fundersnot available
KeywordsInclusion (mineral)MEDLINEProblem-based learningAlternative medicineMedical schoolPerceptionSystematic review

Abstract

fetched live from OpenAlex

Background: Postgraduate medical education (PGME) bridges the transition from medical school to independent practice. Problem-based learning (PBL), widely used in undergraduate medical education, has emerged as a promising alternative to traditional lectures in PGME. However, its impact on family medicine training remains unclear. Objective: In this scoping review, we describe the use of PBL in family medicine PGME programs and examine its educational and healthcare-related outcomes. Methods: Using Arksey and O'Malley's methodological framework, we conducted a scoping review of PubMed, Embase, PsycINFO, ERIC, Web of Science, and ProQuest in January 2025. Two reviewers independently screened articles, extracting and synthesizing data according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews (PRISMA-ScR). Results: Twelve studies met inclusion criteria, illustrating diverse PBL delivery methods in family medicine PGME. Programs integrated PBL as standalone sessions, an adjunct, or blended with traditional methods. Learning groups often included mixed specialties (e.g., family medicine and internal medicine) and varied learner levels (e.g., residents and attending physicians). Most studies reported high learner satisfaction and improved perceptions of topics; however, objective assessments of knowledge, pre- and post-PBL, showed no significant improvement. Limited data on behavior and patient outcomes suggested potential benefits. Conclusion: PBL in family medicine PGME appears to enhance engagement and satisfaction but shows mixed educational outcomes. Further research is needed to determine its optimal role in training.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.009
metaresearch head score (Gemma)0.028
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.746
Threshold uncertainty score0.993

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0090.028
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0080.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.044
GPT teacher head0.348
Teacher spread0.304 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it