{"id":"W2077261162","doi":"10.3109/0142159x.2013.772966","title":"Procedural certification program: Enhancing resident procedural teaching skills","year":2013,"lang":"en","type":"letter","venue":"Medical Teacher","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Certification; Medical education; Psychology; Computer science; Medicine; Political 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":[0.002668625,0.0005564266,0.000511368,0.0005281916,0.009252475,0.002435596,0.001519726,0.05497785,0.01167373],"category_scores_gemma":[0.01106831,0.0006510563,0.000724053,0.0002981289,0.002066102,0.001943621,0.00201934,0.02693067,0.003693218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006086271,"about_ca_system_score_gemma":0.02030361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02627265,"about_ca_topic_score_gemma":0.1013094,"domain_scores_codex":[0.9976665,0.0004335124,0.0001898626,0.0002531218,0.0005851745,0.0008719723],"domain_scores_gemma":[0.9899361,0.001931259,0.0005305207,0.0001307874,0.001332087,0.006139145],"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":[0.000100955,0.000859139,0.01176667,0.0001030549,0.0000221293,0.008139837,0.0005789642,0.0002369198,0.001670113,0.003680305,0.9373719,0.03547014],"study_design_scores_gemma":[0.0006002637,0.001450393,0.07860632,0.0009170368,0.000116434,0.01646929,0.00432627,0.002599262,0.002744854,0.006312766,0.8856763,0.0001808146],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008519998,0.000412893,0.0003014649,0.9676551,0.006557855,0.00008148245,0.00003703184,0.0000824064,0.01635175],"genre_scores_gemma":[0.04029958,0.0008069124,0.0009640931,0.9003146,0.01267181,0.0001160866,0.00003909305,0.00004685716,0.04474085],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05497785,"threshold_uncertainty_score":0.05223948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03901007736322482,"score_gpt":0.3768280522436699,"score_spread":0.3378179748804451,"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."}}