{"id":"W2333793989","doi":"10.1097/acm.0000000000000293","title":"Affirming Professional Identities Through an Apprenticeship","year":2014,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Apprenticeship; Identity (music); Medical education; Professionalization; Psychology; Professional development; Pedagogy; Medicine; Sociology; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00153551,0.0001724829,0.0003405575,0.000179611,0.0001609844,0.000005072307,0.000236431,0.0002919498,0.00123296],"category_scores_gemma":[0.003315063,0.0001280732,0.00002763948,0.0004816186,0.000407386,0.0004349029,0.00004891872,0.00107761,0.0001108208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000750659,"about_ca_system_score_gemma":0.0001109906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002102159,"about_ca_topic_score_gemma":7.489868e-7,"domain_scores_codex":[0.9978017,0.0001082595,0.0005914387,0.000335047,0.0008363614,0.0003272276],"domain_scores_gemma":[0.9988997,0.0001447466,0.000196331,0.0004093675,0.0002174129,0.0001324302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002228651,0.0002240257,0.04017431,0.001232305,0.0001294285,0.0000166065,0.04756213,0.000005701911,0.01897016,0.2899148,0.5276774,0.0738702],"study_design_scores_gemma":[0.009772776,0.001925646,0.05522268,0.006437863,0.0009088901,0.0007987092,0.04387193,0.008260488,0.004123446,0.1034093,0.7642429,0.001025419],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9388298,0.0003685193,0.009283417,0.02589933,0.003622721,0.0004175052,6.562532e-7,0.0002001775,0.02137786],"genre_scores_gemma":[0.9699994,0.0001354242,0.002326818,0.01321229,0.005005525,0.00005925634,0.0001820429,0.00003181272,0.009047417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2365654,"threshold_uncertainty_score":0.99968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05312479117853119,"score_gpt":0.422343364706003,"score_spread":0.3692185735274718,"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."}}