{"id":"W2315413233","doi":"10.1097/acm.0b013e3182604968","title":"Competency Is Not Enough","year":2012,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":621,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Cognitive reframing; Perspective (graphical); Identity (music); Medical education; Meaning (existential); Salient; Focus (optics); Psychology; Engineering ethics; Public relations; Sociology; Medicine; Social psychology; Political science; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001069731,0.0001667794,0.0003475027,0.0002187035,0.00008486019,0.000001358664,0.0001613044,0.0002887924,0.004414053],"category_scores_gemma":[0.001915137,0.0001234939,0.00003347917,0.000642746,0.000293198,0.0001536392,0.00003841409,0.001085699,0.000682754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000123625,"about_ca_system_score_gemma":0.0001176395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002571725,"about_ca_topic_score_gemma":7.306354e-8,"domain_scores_codex":[0.9980009,0.00003220417,0.0005725162,0.0002095412,0.0007065071,0.000478342],"domain_scores_gemma":[0.9989535,0.00009447521,0.0001404739,0.0003911078,0.0001764219,0.0002439952],"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":[0.00005680121,0.00006607647,0.04201067,0.0001658419,0.00006365443,0.000004243134,0.01706629,6.667076e-8,0.0109695,0.04011631,0.8469183,0.04256219],"study_design_scores_gemma":[0.002041599,0.0002302987,0.05769889,0.0005201801,0.0002357216,0.0003350807,0.003112946,0.0001120282,0.004718939,0.0009414443,0.929833,0.0002198934],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7014896,0.003011266,0.001490264,0.2247827,0.003885469,0.0005934983,0.000002674606,0.0002094586,0.06453504],"genre_scores_gemma":[0.9057128,0.0003982607,0.001614526,0.07928248,0.005484342,0.00003097004,0.00006397795,0.00002674209,0.007385829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2042232,"threshold_uncertainty_score":0.996496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05289375579042268,"score_gpt":0.3944105420154259,"score_spread":0.3415167862250033,"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."}}