{"id":"W2502877398","doi":"10.1097/acm.0000000000001327","title":"Procedural Competence Among Faculty in Academic Health Centers: Challenges and Future Directions","year":2016,"lang":"en","type":"letter","venue":"Academic Medicine","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; University Health Network","funders":"National Institute of Arthritis and Musculoskeletal and Skin Diseases","keywords":"Competence (human resources); Retraining; Medical education; Psychological intervention; Health care; Backup; Medicine; Faculty development; Psychology; Nursing; Professional development; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01854275,0.0004628095,0.000841418,0.001123196,0.01502307,0.009988676,0.00333227,0.02311291,0.008326394],"category_scores_gemma":[0.05888679,0.0005492171,0.000716998,0.001587159,0.009448983,0.01098003,0.007077267,0.02184822,0.002380624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01398204,"about_ca_system_score_gemma":0.01904676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01267292,"about_ca_topic_score_gemma":0.03237562,"domain_scores_codex":[0.9744068,0.009829551,0.003428139,0.002068623,0.006072278,0.004194529],"domain_scores_gemma":[0.9204468,0.03332095,0.008962302,0.002516136,0.01428448,0.02046943],"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":[0.00007538474,0.000718741,0.04883063,0.000991161,0.00003923375,0.01644227,0.02129253,0.0007644106,0.0007814894,0.02721797,0.6074511,0.275395],"study_design_scores_gemma":[0.000131192,0.000640445,0.04879387,0.007332956,0.00006052654,0.04298316,0.1680454,0.003360576,0.0007889585,0.08647341,0.6409422,0.0004473151],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00298033,0.001027544,0.0002067172,0.9921004,0.001234027,0.0000079395,0.000007073279,0.00001923122,0.002416732],"genre_scores_gemma":[0.166272,0.008076018,0.002869077,0.7993464,0.01945843,0.0001278903,0.00005858234,0.00004921291,0.003742361],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02311291,"threshold_uncertainty_score":0.1014472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05563236391028267,"score_gpt":0.3532097035712181,"score_spread":0.2975773396609355,"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."}}