{"id":"W4412685111","doi":"10.3329/cbmj.v14i2.83326","title":"Role Modelling in Medical Education","year":2025,"lang":"en","type":"article","venue":"Community Based Medical Journal","topic":"Interprofessional Education and Collaboration","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006585266,0.0009748441,0.0009051762,0.00171901,0.002144564,0.007219542,0.002127418,0.004352099,0.008281539],"category_scores_gemma":[0.008853287,0.0003537865,0.00114057,0.002189918,0.01200979,0.006425371,0.005493499,0.005338775,0.002229037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005404598,"about_ca_system_score_gemma":0.008737947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004261983,"about_ca_topic_score_gemma":0.003620849,"domain_scores_codex":[0.989703,0.0069641,0.0005489772,0.0005828739,0.001636477,0.0005645595],"domain_scores_gemma":[0.993902,0.004106072,0.0005520347,0.0004191083,0.0005297299,0.0004911064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003116594,0.00005086548,0.0003617025,0.004356095,0.00002949098,0.0003076039,0.01334711,0.0008320186,0.0002108883,0.7427996,0.03016248,0.2075111],"study_design_scores_gemma":[0.00001650544,0.00004322313,0.0004564618,0.0050732,0.00002271757,0.0006974683,0.002938904,0.0003029717,0.0001424141,0.1247024,0.8655728,0.00003093499],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.003735149,0.6063562,0.03562688,0.04295043,0.007393622,0.0002450177,0.0001003849,0.0002378982,0.3033544],"genre_scores_gemma":[0.2826792,0.5792806,0.0445862,0.02729251,0.004503974,0.001020327,0.0002717677,0.0002269883,0.06013843],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008281539,"threshold_uncertainty_score":0.03921324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04644248669206465,"score_gpt":0.4889867938992766,"score_spread":0.442544307207212,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}