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Record W4412785203 · doi:10.46747/cfp.710708500

Comparison of horizontal and traditional block family medicine curricula

2025· article· en· W4412785203 on OpenAlexaffvenueabout
Miriam Lacasse, Jean‐Sébastien Renaud, Batya Grundland, Maria Hubinette, Fok‐Han Leung, Theresa van der Goes

Bibliographic record

VenueCanadian Family Physician · 2025
Typearticle
Languageen
FieldMedicine
TopicInnovations in Medical Education
Canadian institutionsUniversity of British ColumbiaUniversity of Toronto
Fundersnot available
KeywordsCurriculumMedical educationCurriculum mappingMedicineEmergent curriculumCurriculum developmentFamily medicinePsychologyPedagogy

Abstract

fetched live from OpenAlex

OBJECTIVE: Longitudinal curriculum model outcomes in postgraduate medical education are not well documented. The authors aimed to compare satisfaction, learning, clinical exposure, and practice intentions between longitudinal family medicine (FM) curricula and traditional rotational ("block") curricula. DESIGN: This curriculum structure evaluation used a retrospective quasi-experimental study design using data from the College of Family Physicians of Canada Family Medicine Longitudinal Survey. SETTING: The project used data from 3 FM residency programs for the entry years 2014 to 2017. PARTICIPANTS: A total of 1283 residents across 49 teaching sites were invited to participate at program entry (T1) and residency completion (T2). MAIN OUTCOME MEASURES: Data were categorized by horizontal curriculum or block curriculum. The authors used the Kirkpatrick taxonomy to compare satisfaction with the curriculum, learning, behaviour (ie, clinical exposure), and results (practice intention). One-way analyses of variance (ANOVAs) tested the effect of curriculum model on satisfaction and clinical exposure. Analyses of covariance (ANCOVAs) tested the effect of curriculum model on the other outcomes. RESULTS: =.02). The curriculum structure had no significant impact on learning and on most items in the clinical exposure or practice intention categories. CONCLUSION: Longitudinal curriculum models in residency might be associated with better resident experience. However, curriculum models do not have a significant impact on most educational outcomes, and residents from all curriculum models feel similarly prepared for practice.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.017
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.008
Threshold uncertainty score0.023

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.017
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.000

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 head0.038
GPT teacher head0.330
Teacher spread0.292 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes3
Has abstractyes

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