{"id":"W2146437460","doi":"10.1089/gyn.2014.0038","title":"Introduction of a Structured Assessment of Clinical Competency for Fellows in Gynecologic Oncology: A Pilot Study","year":2015,"lang":"en","type":"article","venue":"Journal of Gynecologic Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; St. Michael's Hospital; Sunnybrook Hospital","funders":"University of Washington","keywords":"Medicine; Gynecologic oncology; Specialty; Medical education; Attendance; Observational study; Test (biology); Medical physics; Family medicine; Internal medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.009975845,0.0001503685,0.001819898,0.0004329149,0.00002379864,0.000004990485,0.0001084528,0.0001553681,0.0003426788],"category_scores_gemma":[0.01475887,0.0001043503,0.0003563935,0.0003992224,0.0001319485,0.00009283974,0.00003703197,0.0004665188,8.381479e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002343497,"about_ca_system_score_gemma":0.001476694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008471599,"about_ca_topic_score_gemma":0.00004564234,"domain_scores_codex":[0.9957013,0.0007312752,0.002689445,0.0002132879,0.0004369715,0.0002277356],"domain_scores_gemma":[0.987979,0.00868034,0.002048352,0.0001793929,0.0009083732,0.000204555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003386192,0.006863685,0.9595413,0.0000480672,0.0002466161,0.0001616949,0.0001614789,0.001151881,0.0001509063,0.00007527113,0.001178378,0.02703455],"study_design_scores_gemma":[0.01114719,0.02318171,0.958346,0.00003290978,0.0001838001,0.00005558445,0.002169788,0.0006502094,0.00003260034,0.0007284036,0.003378457,0.0000933364],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952106,0.00008943056,0.000131924,0.0008915155,0.002070647,0.0006652742,0.000002802321,0.00001065335,0.0009271168],"genre_scores_gemma":[0.9954606,0.00003395784,0.003774654,0.0001593142,0.0005097183,0.00001334902,0.00000690397,0.00001040973,0.00003104343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02694121,"threshold_uncertainty_score":0.9935402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.227774508662544,"score_gpt":0.4577414430593094,"score_spread":0.2299669343967654,"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."}}