{"id":"W2947974442","doi":"10.1016/j.jogc.2019.03.001","title":"Graduating Obstetrics and Gynaecology Residents’ Readiness for Practice: A Cross-Sectional Survey Study","year":2019,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McMaster University; University of Toronto; University of Alberta","funders":"","keywords":"Obstetrics and gynaecology; Medicine; Likert scale; Program director; Cross-sectional study; Family medicine; Medical education; Psychology; Pregnancy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001401586,0.0002769135,0.0004071656,0.0008442143,0.001158004,0.0009190439,0.0006485237,0.001206327,0.002268311],"category_scores_gemma":[0.004153929,0.0007738423,0.000518366,0.001545831,0.0005709469,0.0009710288,0.001041369,0.00154032,0.0008545202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009288174,"about_ca_system_score_gemma":0.001788811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04590029,"about_ca_topic_score_gemma":0.07667775,"domain_scores_codex":[0.9989856,0.0002225899,0.0001143164,0.0001408916,0.0002134731,0.0003230564],"domain_scores_gemma":[0.9957979,0.0004211036,0.0008868954,0.0001663133,0.0006803939,0.002047468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003232822,0.0002602966,0.9980783,0.000008597142,0.00002138037,0.00004842929,0.00061792,0.00001060455,0.00007651553,0.00000708521,0.0001703169,0.0006682022],"study_design_scores_gemma":[0.00000469832,0.0001464659,0.9972203,0.000007221289,0.000006673451,0.00004967947,0.002374437,0.00002640541,0.00001341885,0.000003731921,0.0001438734,0.000003062355],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992724,0.00003188218,0.0000183708,0.0000837773,0.00000666476,0.0000241604,0.0002629557,0.000001551718,0.0002981114],"genre_scores_gemma":[0.998512,0.00009496885,0.00008459006,0.00023518,0.000009713927,0.00003860539,0.0004225557,0.000002212409,0.0005999925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04590029,"threshold_uncertainty_score":0.09126621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04991314930941066,"score_gpt":0.339680594713696,"score_spread":0.2897674454042854,"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."}}