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Record W1497445525 · doi:10.36834/cmej.36541

Effectiveness of a Clinically Relevant Educational Program for Improving Medical Communication and Clinical Skills of International Medical Graduates

2010· article· en· W1497445525 on OpenAlexaffvenueabout
David Watt, Claudio Violato, Deidre Lake, Lubna Baig

Bibliographic record

VenueCanadian Medical Education Journal · 2010
Typearticle
Languageen
FieldHealth Professions
TopicGlobal Health Workforce Issues
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsPracticumMultivariate analysis of varianceMedical educationTest (biology)Objective structured clinical examinationActive listeningMedicinePsychologyComputer science

Abstract

fetched live from OpenAlex

Background: To assess the efficacy of a 16 week, intensive, full-time medical communication and clinical skills educational program – Medical Communication Assessment Project (M-CAP) – at the Universities of Calgary and Alberta for improving medical communication, clinical skills and professionalism of international medical graduates (IMGs). There is an 8 week didactic course (language instructors, standardized clinical case scenarios) and an 8 week supervised clinical placement.Method: In Study 1, 39 IMGs (mean age = 35.6) participated in the M-CAP program and were assessed in English language proficiency in a pre- post-test design and on an in training evaluation report (ITER) by practicum physicians. In Study 2, there were 235 IMGs (mean age = 39.2). In addition to the pre- post-test design, there was a comparison group analysis on OSCE data employing multivariate analysis of variance (MANOVA). Pre- post-test data were also collected on ITERs during the practicum as was IMG reported program efficacy data.Results: The findings show that the participants in the M-CAP program have 1) very large gains in language proficiency (listening and speaking, reading and writing; p < .001), and 2) high ratings on scales from the practicum physicians. The between group analyses showed that M-CAP participants outperformed the non M-CAP participants on clinical skills and professionalism (p < .05). The IMGs gave very positive ratings to the M-CAP program.Conclusions: IMGs who participated in a clinically relevant educational program improved their English language proficiency, clinical skills and professionalism for medical practice in a host country.

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)0.001
metaresearch head score (Gemma)0.006
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.008

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.006
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.023
GPT teacher head0.498
Teacher spread0.476 · 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

Citations6
Published2010
Admission routes3
Has abstractyes

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