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Record W2015523079 · doi:10.1097/acm.0b013e3181a85776

Longitudinal Integrated Clerkships for Medical Students: An Innovation Adopted by Medical Schools in Australia, Canada, South Africa, and the United States

2009· article· en· W2015523079 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueAcademic Medicine · 2009
Typearticle
Languageen
FieldMedicine
TopicInnovations in Medical Education
Canadian institutionsnot available
Fundersnot available
KeywordsMedical educationMedical schoolHigher educationMedicineFamily medicinePolitical science

Abstract

fetched live from OpenAlex

PURPOSE: Integrated clinical clerkships represent a relatively new and innovative approach to medical education that uses continuity as an organizing principle, thus increasing patient-centeredness and learner-centeredness. Medical schools are offering longitudinal integrated clinical clerkships in increasing numbers. This report collates the experiences of medical schools that use longitudinal integrated clerkships for medical student education in order to establish a clearer characterization of these experiences and summarize outcome data, when possible. METHOD: The authors sent an e-mail survey with open text responses to 17 medical schools with known longitudinal integrated clerkships. RESULTS: Sixteen schools in four countries on three continents responded to the survey. Fifteen institutions have active longitudinal integrated clerkships in place. Two programs began before 1995, but the others are newer. More than 2,700 students completed longitudinal integrated clerkships in these schools. The median clerkship length is 40 weeks, and in 15 of the schools, the core clinical content was in medicine, surgery, pediatrics, and obstetrics-gynecology. Eleven schools reported supportive student responses to the programs. No differences were noted in nationally normed exam scores between program participants and those in the traditional clerkships. Limited outcomes data suggest that students who participate in these programs are more likely to enter primary care careers. CONCLUSIONS: This study documents the increasing use of longitudinal integrated clerkships and provides initial insights for institutions that may wish to develop similar clinical programs. Further study will be needed to assess the long-term impact of these programs on medical education and workforce initiatives.

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)0.008
metaresearch head score (Gemma)0.025
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.536
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0080.025
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.003
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0010.000

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 head0.050
GPT teacher head0.386
Teacher spread0.336 · 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