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Record W2124214849 · doi:10.1111/medu.12571

A review of teaching skills development programmes for medical students

2015· review· en· W2124214849 on OpenAlexaff
Gregory Marton, Brendan J. McCullough, Christopher J. Ramnanan

Bibliographic record

VenueMedical Education · 2015
Typereview
Languageen
FieldMedicine
TopicInnovations in Medical Education
Canadian institutionsCanadian Network for Innovation in EducationUniversity of OttawaMedical Council of Canada
Fundersnot available
KeywordsMedical educationLikert scaleOutreachContext (archaeology)Teaching methodPsychologyMedicineMathematics education

Abstract

fetched live from OpenAlex

CONTEXT: The CanMEDS role of Scholar requires that medical trainees develop their skills as medical educators. The development of teaching skills in undergraduate medical students is therefore desirable, especially in view of the teaching obligations in residency programmes. OBJECTIVES: The goal of this review was to identify the characteristics and outcomes of programmes designed to develop the teaching skills of undergraduate medical students. METHODS: The authors searched medical literature databases using combinations of the search terms 'medical student', 'teacher', 'teaching skills', 'peer teaching', 'near-peer teaching' and 'student as teacher'. Twenty papers fit the predetermined search criteria, which included original characterisations of specific programmes involving undergraduate medical students. RESULTS: Three types of initiative were identified in the reviewed articles: peer teaching programmes; teaching workshops, and community outreach programmes. The majority of study participants were students in Years 3 and 4. Subjective self-evaluation by participants using Likert scale-based surveys was by far the most commonly used method of measuring project outcomes. Objective, quantitative teaching-related outcomes were rarely noted in the reports reviewed. Self-perceived improvements in teaching skills were noted by participants in most of the reports. Other perceived benefits included increases in organisational skills, knowledge and confidence in giving feedback. CONCLUSIONS: Although several types of programmes have been shown to subjectively improve the teaching skills of undergraduate medical students, characterisation of the objective outcomes of these initiatives is lacking and requires further study.

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)0.003
metaresearch head score (Gemma)0.013
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.007
Threshold uncertainty score0.015

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.013
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0020.002
Bibliometrics0.0070.008
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0020.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.001

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 head0.512
Teacher spread0.474 · 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 designNot applicable
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

Citations80
Published2015
Admission routes1
Has abstractyes

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