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Record W3203978606 · doi:10.1016/j.ijsu.2021.106125

An international comparison of competency-based orthopaedic curricula and minimum operative experience- Review article

2021· review· en· W3203978606 on OpenAlexaboutno aff
Muaaz Tahir, Usama Rahman, A. Gulati

Bibliographic record

VenueInternational Journal of Surgery · 2021
Typereview
Languageen
FieldMedicine
TopicSurgical Simulation and Training
Canadian institutionsnot available
Fundersnot available
KeywordsLogbookMedicineCurriculumCompetence (human resources)Duration (music)Medical educationEuropean unionIndex (typography)ManagementPsychology

Abstract

fetched live from OpenAlex

Introduction Orthopaedic training has undergone considerable changes in the last few decades. Although structured training pathways exist in most countries, the requirements for completion of training are remarkably different. This review aims to assess key differences among orthopaedic curricula in selected high-income countries with well-established orthopaedic training programmes, focusing on their criteria for assessing technical competence prior to completion of training. Methods Current orthopaedic training curricula published by the relevant accrediting bodies in the UK, USA, Canada, Australia, Germany and the European Union were reviewed. Data extracted included specified training duration, minimum or desirable operative experience requirements, methods and timing of in-training assessments. Results The overall training duration ranged between 9 and 10 years in the UK and Australia, compared to 5–6 years in all other countries. While operative logbook was an essential component of formative and end-of-training reviews in all countries, minimum indicative numbers in index operations were a requirement only in the UK (minimum total required; 1800, index operations; 365) and USA (minimum total required; 1000, index operations; 455). On average, USA residents performed 1700 procedures compared to German residents performing 730 procedures before completion of training. Conclusion There is a lack of robust data describing the operative experiences of orthopaedic trainees outside of the UK and USA. UK training is the longest among countries compared in this review and also sets the highest standards in minimum operative experience requirements. Based on the evidence available, surgeons exiting training and entering independent practice in the above countries are not trained to the same minimum standard. Highlights Assessment of procedural competence in orthopaedic training varies across countries. A combination of logbook and performance-based assessment are used in most countries. Less is known about the operative experiences of trainees outside of the UK and USA. Surgeons entering independent practice in the studied 5 regions are not trained to the same minimum standard.

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)0.008
metaresearch head score (Gemma)0.041
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.008
Threshold uncertainty score0.044

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.041
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.002
Bibliometrics0.0070.009
Science and technology studies0.0000.001
Scholarly communication0.0020.002
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.133
GPT teacher head0.469
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

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 designSystematic review
Domainnot available
GenreReview

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

Citations8
Published2021
Admission routes1
Has abstractyes

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