{"id":"W1977884494","doi":"10.1097/00001888-200312000-00002","title":"Role Modeling in Physicians??? Professional Formation: Reconsidering an Essential but Untapped Educational Strategy","year":2003,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":489,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Cognitive apprenticeship; Apprenticeship; Competence (human resources); Situated; Psychology; Situated learning; Cognition; Professional development; Observational learning; Medical education; Experiential learning; Engineering ethics; Pedagogy; Medicine; Social psychology; Computer science","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":[0.01985994,0.0004597181,0.000474849,0.001049046,0.00888631,0.01200682,0.002042783,0.006742961,0.001873579],"category_scores_gemma":[0.0164236,0.0004730287,0.0004769124,0.0005338722,0.04344425,0.01453911,0.01063889,0.0071825,0.0009159143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005323889,"about_ca_system_score_gemma":0.0160106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003718541,"about_ca_topic_score_gemma":0.00568702,"domain_scores_codex":[0.9856427,0.0115561,0.0002647916,0.0005794943,0.00104362,0.0009132223],"domain_scores_gemma":[0.9856946,0.006029401,0.001116156,0.001402776,0.001270205,0.004486864],"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":[0.00002565268,0.00009431016,0.001659724,0.00009953949,0.000006368969,0.0002946217,0.09392825,0.0004067927,0.0003028109,0.8514034,0.01063391,0.04114477],"study_design_scores_gemma":[0.00003960934,0.0001262829,0.001064694,0.0004408375,0.00001218675,0.0009930859,0.0855105,0.002250264,0.0006660807,0.6782649,0.2305794,0.00005226663],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05875351,0.009742934,0.07379198,0.6929463,0.002802284,0.0001244293,0.00001643877,0.0002083951,0.1616137],"genre_scores_gemma":[0.9274155,0.004237948,0.03222381,0.01910659,0.0009484596,0.000207252,0.00001521145,0.00008065611,0.01576445],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01985994,"threshold_uncertainty_score":0.1050307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06491287521050221,"score_gpt":0.3811270072152879,"score_spread":0.3162141320047857,"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."}}