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Record W2011398457 · doi:10.2106/jbjs.m.00325

One Week with the Experts: A Short Course Improves Musculoskeletal Undergraduate Medical Education

2014· article· en· W2011398457 on OpenAlexaff
Martina Kelly, Deirdre Bennett, Robert Bruce-Brand, Siún O’Flynn, Pat Fleming

Bibliographic record

VenueJournal of Bone and Joint Surgery · 2014
Typearticle
Languageen
FieldMedicine
TopicMusculoskeletal Disorders and Rehabilitation
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsLoginLogo (programming language)World Wide WebComputer scienceResource (disambiguation)Register (sociolinguistics)SubspecialtyInternet privacyMedical educationMedicineComputer security

Abstract

fetched live from OpenAlex

BACKGROUND: Musculoskeletal problems constitute a considerable workload across all medical and surgical disciplines. There is a mismatch between the burden of musculoskeletal medicine seen by non-orthopaedists clinically and the amount of time afforded it in undergraduate training. Recent initiatives to address this include the United States Bone and Joint Decade and curricular innovations that demonstrate a benefit from improved instruction. Such curricular interventions are usually situated within a wider program reform and last a short time. Gaining institutional support and securing curricular time are challenging. This article shows the positive evaluation of a brief, intense course on musculoskeletal medicine. METHODS: A one-week course was offered to 154 medical students. The study took place in Ireland, where the student body comprises a mix of graduate students and undergraduate students, who enter medical school directly from second-level education. This course comprised brief didactic talks, case-based small group work, and physical examination skills demonstration. Attitudes toward musculoskeletal medicine prior to the course were elicited. The course was evaluated using pre-course and post-course standardized cognitive tests. Long-term retention was evaluated by end-of-year extended matching questions and an objective standardized clinical examination station. The test results between undergraduate and graduate students and student rating of musculoskeletal medicine as important or less important were compared. RESULTS: Complete data were available for 125 students (81%). Seventy-four percent of students rated musculoskeletal medicine to be of major or critical importance to their career. There was a significant difference (p < 0.001, r = 0.678) in the mean score of the standardized cognitive test between the pre-course test and the post-course test; the mean performance score (and standard deviation) was 48.2% ± 14.2% (range, 17% to 79%), with a pass rate of 3.3%, for the pre-course test and 75.3% ± 15.02% (range, 32% to 100%), with a pass rate of 61%, for the post-course test. At the end of the year, 69.9% of students passed the extended matching questions and 96.7% passed an objective standardized clinical examination station. Graduate students performed better on the post-course standardized cognitive test score (p < 0.001) and objective standardized clinical examination (p < 0.05). Students who rated musculoskeletal medicine as important did not perform better than those who rated it as less important (p = 0.334). CONCLUSIONS: We report a favorable evaluation of a short, intense course on musculoskeletal medicine and suggest that the introduction of basic concepts of musculoskeletal medicine is feasible within established curricula.

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 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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.934
Threshold uncertainty score0.264

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.011
GPT teacher head0.263
Teacher spread0.252 · 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 teacher head, 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

Citations16
Published2014
Admission routes1
Has abstractyes

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