{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0003457182,0.0002127801,0.0006140543,0.0002099102,0.0001161073,0.00005858731,0.00005341089,0.0002846282,0.00003376581],"category_scores_gemma":[0.03808107,0.0002093592,0.00004147516,0.0009261644,0.0001523202,0.00009646718,0.0001011825,0.000408682,0.000002630262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007657371,"about_ca_system_score_gemma":0.00006914246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005533764,"about_ca_topic_score_gemma":0.0000371794,"domain_scores_codex":[0.9980417,0.0001229477,0.0006073152,0.0005791674,0.0001963483,0.0004524946],"domain_scores_gemma":[0.986439,0.01273651,0.0002207753,0.0001245318,0.00007970093,0.0003994137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003100666,0.00006686737,0.5407466,0.0000829411,0.00005930796,0.000611927,0.002513919,0.000003776437,0.00006997147,0.0001728482,0.00003461497,0.4556062],"study_design_scores_gemma":[0.02856641,0.002181238,0.8480616,0.000141427,0.0002876747,0.0002952337,0.00732468,0.01617438,0.00004527117,0.0006409974,0.09542622,0.0008549371],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931936,0.002290959,0.00003293162,0.001255343,0.0003987057,0.000477888,0.000004793133,0.0000721329,0.002273597],"genre_scores_gemma":[0.9972267,0.0005305355,0.0006232235,0.001350069,0.0000266999,0.00002184675,0.00005595691,0.00002731746,0.0001376384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4547513,"threshold_uncertainty_score":0.9700216,"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."}}