{"id":"W3000108014","doi":"10.1097/aog.0000000000003637","title":"Hysterectomy Route and Numbers Reported by Graduating Residents in Obstetrics and Gynecology Training Programs","year":2020,"lang":"en","type":"article","venue":"Obstetrics and Gynecology","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's Health Research Institute","funders":"","keywords":"Medicine; Obstetrics and gynaecology; Gynecology; Obstetrics; Hysterectomy; Family medicine; Pregnancy; Surgery","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":[0.0008164603,0.0001370062,0.0001435057,0.001803112,0.0001991094,0.0003692195,0.0004922659,0.0002465338,0.002717023],"category_scores_gemma":[0.007327025,0.0001636001,0.000256474,0.001486019,0.0001967639,0.0005005074,0.0005230064,0.0003314587,0.000435309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004392953,"about_ca_system_score_gemma":0.0006015403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006660393,"about_ca_topic_score_gemma":0.01226391,"domain_scores_codex":[0.9991995,0.0001307963,0.0001341781,0.0001736948,0.0002414915,0.0001205005],"domain_scores_gemma":[0.9924406,0.001129438,0.004742561,0.0001626023,0.0006996862,0.0008251307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003129486,0.00002140377,0.9972346,0.00001591437,0.00001484928,0.00002337646,0.0000727501,0.000053933,0.00007884546,0.000009620369,0.0003426008,0.002100766],"study_design_scores_gemma":[0.00000307211,0.00005468969,0.9988581,0.00001794961,0.000005465255,0.0001614502,0.0003174966,0.0001152102,0.00007369508,0.000005123195,0.000385121,0.000002724918],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959927,0.0003208432,0.0001417961,0.0001396554,0.000011738,0.00001866449,0.002553866,0.00002347926,0.0007972253],"genre_scores_gemma":[0.9955879,0.0003839536,0.0004165984,0.00005749779,0.00002751094,0.0000412399,0.002929764,0.000008604577,0.0005467958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006660393,"threshold_uncertainty_score":0.01324326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07133004459008727,"score_gpt":0.3022638818931482,"score_spread":0.2309338373030609,"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."}}