{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00524787,0.0004680965,0.0002265002,0.0009104663,0.003178234,0.003018819,0.001373561,0.0009209838,0.002796099],"category_scores_gemma":[0.0125795,0.000254329,0.000380333,0.0002676981,0.003461191,0.001884336,0.007061959,0.001874392,0.0006397109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007229036,"about_ca_system_score_gemma":0.003043419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003734261,"about_ca_topic_score_gemma":0.0009908652,"domain_scores_codex":[0.9959971,0.002536026,0.0001126434,0.0002933076,0.000675529,0.0003853601],"domain_scores_gemma":[0.9903991,0.003246085,0.001117046,0.001005955,0.0008483797,0.003383503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002584494,0.00715943,0.07357424,0.0005113565,0.00003036352,0.00321032,0.2680999,0.0007691048,0.01259886,0.01873989,0.007890671,0.6071574],"study_design_scores_gemma":[0.0002109927,0.01049165,0.1636731,0.002148047,0.0001086862,0.02189429,0.3523105,0.007304303,0.03192549,0.03217664,0.3775434,0.0002128362],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.95672,0.0005067872,0.01227877,0.002563474,0.0001393002,0.0004409019,0.00001526694,0.00008592157,0.02724964],"genre_scores_gemma":[0.9660732,0.0005399784,0.0239138,0.0005323465,0.00006072933,0.0002285035,0.00003583232,0.00001224809,0.008603424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00524787,"threshold_uncertainty_score":0.02775377,"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."}}