MétaCan
Menu
Back to cohort
Record W2011321597 · doi:10.1207/s15328015tlm1402_07

Adolescent Standardized Patients: Method of Selection and Assessment of Benefits and Risks

2002· article· en· W2011321597 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.

Bibliographic record

VenueTeaching and Learning in Medicine · 2002
Typearticle
Languageen
FieldHealth Professions
TopicAdolescent and Pediatric Healthcare
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsSelection (genetic algorithm)MedicinePsychologyStandardized testRisk assessmentMedical educationFamily medicineComputer scienceMathematics education

Abstract

fetched live from OpenAlex

BACKGROUND: Our psychiatric Objective Structured Clinical Examination (OSCE) group wishes to develop adolescent psychiatry OSCE stations. The literature regarding adolescent standardized patient (SP) selection methods and simulation effects, however, offered limited assurance that such adolescents would not experience adverse simulation effects. PURPOSE: Evaluation of adolescent SP selection methods and simulation effects for low- and high-stress roles. METHOD: A two-component (employment-psychological) SP selection method was used. Carefully selected SPs were assigned across three conditions: low-stress medical role, high-stress psychosocial role, and wait list control. Qualitative and quantitative measures were used to assess simulation effects. RESULTS: Our selection method excluded 21% (7% employment and 14% psychological) of SP applicants. For SP participants, beneficial effects included acquisition of job skills and satisfaction in making an important contribution to society. SP reactions of discomfort to roles were reported. Long-term adverse effects were not identified. CONCLUSIONS: A two-component adolescent SP selection method is recommended. Adolescent SP benefits outweigh risks.

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)0.004
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.204
Threshold uncertainty score0.833

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.002
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 head0.118
GPT teacher head0.482
Teacher spread0.363 · 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