MétaCan
Menu
Back to cohort

Marrying Content and Process in Clinical Method Teaching

2003· review· en· W1992429120 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueAcademic Medicine · 2003
Typereview
Languageen
FieldMedicine
TopicInnovations in Medical Education
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsInterviewMedical educationCompetence (human resources)Communication skillsProcess (computing)Skills managementPsychologyComputer scienceMedicineSocial psychology

Abstract

fetched live from OpenAlex

Communication skills training is now internationally accepted as an essential component of medical education. However, learners and teachers in communication skills programs continue to experience problems integrating communication with other clinical skills, ensuring that clinical faculty support and teach communication beyond the formal communication course, extending communication training coherently into clerkship and residency, and applying communication skills in medical practice at a professional level of competence. One factor contributing to these problems is that learners confront two apparently conflicting models of the medical interview: a communication model describing the process of the interview and the "traditional medical history" describing the content of the interview. The resulting confusion exacerbates the above dilemmas and interferes with learners using communication skills training to advantage in real-life practice. The authors propose a comprehensive clinical method that explicitly integrates traditional clinical method with effective communication skills. To implement this more comprehensive approach, they have modified their own Calgary-Cambridge guides to the medical interview by developing three diagrams that visually and conceptually improve the way communication skills teaching is introduced and that place communication process skills within a comprehensive clinical method; devising a content guide for medical interviewing that is more closely aligned with the structure and process skills used in communication skills training; and incorporating patient-centered medicine into both process and content aspects of the medical interview. These enhancements help resolve ongoing difficulties associated with both teaching communication skills and applying them effectively in medical practice.

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)0.012
metaresearch head score (Gemma)0.019
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Research integrity
Consensus categoriesResearch integrity
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.976
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0120.019
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0030.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.008
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 head0.347
GPT teacher head0.607
Teacher spread0.260 · 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