{"id":"W4282932347","doi":"10.4293/jsls.2022.00013","title":"Surgical Indication and Approach are Associated with Transfusion in Hysterectomy for Benign Disease","year":2022,"lang":"en","type":"article","venue":"JSLS Journal of the Society of Laparoscopic & Robotic Surgeons","topic":"Uterine Myomas and Treatments","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Hysterectomy; Blood transfusion; Odds ratio; Hematocrit; Uterine fibroids; Retrospective cohort study; Surgery; Body mass index; Obstetrics; 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":[],"consensus_categories":[],"category_scores_codex":[0.0004235708,0.000104879,0.0004314094,0.0000448409,0.0001462085,0.000007637349,0.00008924579,0.000036628,0.00001668785],"category_scores_gemma":[0.00004252712,0.00006587409,0.0003280192,0.0002173631,0.00007472456,0.0000448187,0.00003858473,0.0002113114,3.411155e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001219017,"about_ca_system_score_gemma":0.0001491547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002314509,"about_ca_topic_score_gemma":0.000007745583,"domain_scores_codex":[0.9989209,0.0001169528,0.000337869,0.0001225441,0.0003496474,0.0001520789],"domain_scores_gemma":[0.9991304,0.0001743479,0.0003981756,0.00013014,0.0000689213,0.00009799465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005860385,0.001212461,0.9940656,0.0001687584,0.0004946307,0.00002260624,0.001090523,0.001616488,0.0001891513,0.00003163323,0.0003154181,0.0002066997],"study_design_scores_gemma":[0.01003463,0.0006023773,0.9851136,0.0004469401,0.0006853678,0.0001410296,0.0009997952,0.001473251,0.0001207362,0.0001027528,0.0001786118,0.0001008595],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996456,0.0003570867,0.0001859756,0.002395244,0.00009841562,0.0004587537,0.00002042075,0.000004576037,0.00002348969],"genre_scores_gemma":[0.9990065,0.00006975837,0.0006017123,0.00007441288,0.00001902885,0.00002826372,0.0000142908,0.00001260842,0.0001734535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009448596,"threshold_uncertainty_score":0.2686267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02058649483407065,"score_gpt":0.2567830806180264,"score_spread":0.2361965857839557,"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."}}