{"id":"W2299396404","doi":"10.1016/s1701-2163(16)35153-2","title":"The Smooth Operator","year":2012,"lang":"en","type":"letter","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Checklist; United States Medical Licensing Examination; Objective structured clinical examination; Test (biology); Pelvic examination; Session (web analytics); Physical examination; Descriptive statistics; Medical education; Physical therapy; Family medicine; Gynecology; Medical school; Surgery; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002006663,0.0005717888,0.0005543227,0.0005980181,0.006834848,0.004345434,0.001241816,0.03660812,0.02996446],"category_scores_gemma":[0.02463926,0.0006287651,0.001077551,0.0003295059,0.00387466,0.003279158,0.002603404,0.04779132,0.008471225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00449152,"about_ca_system_score_gemma":0.009389871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01540001,"about_ca_topic_score_gemma":0.04468158,"domain_scores_codex":[0.996529,0.0005124393,0.0002100828,0.000612058,0.00104145,0.001095007],"domain_scores_gemma":[0.9938015,0.001774956,0.0003267028,0.0003278317,0.0009471553,0.002821737],"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":[0.0000272668,0.00002081618,0.0005996108,0.00001762105,0.000007520922,0.002255304,0.0001797533,0.00004027413,0.00009913753,0.01106526,0.9755943,0.01009295],"study_design_scores_gemma":[0.00005020963,0.00005208687,0.001213837,0.0001798103,0.0000135267,0.003518472,0.0008040711,0.0001952236,0.0001301252,0.01481275,0.9789864,0.00004340978],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0009133697,0.0008844531,0.0003993253,0.938267,0.0275091,0.0000185843,0.00003248611,0.00004741682,0.03192821],"genre_scores_gemma":[0.0101899,0.0007329119,0.0003423215,0.8928586,0.01834407,0.00003219828,0.0000216261,0.00004335778,0.07743519],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03660812,"threshold_uncertainty_score":0.1002412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01243078868240545,"score_gpt":0.2565731297274332,"score_spread":0.2441423410450277,"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."}}