{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004636626,0.0001637899,0.0001802396,0.0004251784,0.0002762809,0.0004217321,0.0002347201,0.0003361614,0.00167064],"category_scores_gemma":[0.004190163,0.0002018887,0.0004140705,0.0006407195,0.0002067266,0.0002598733,0.0002879504,0.0006648321,0.0001354891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001522014,"about_ca_system_score_gemma":0.0003306287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00150336,"about_ca_topic_score_gemma":0.001978137,"domain_scores_codex":[0.9995566,0.0001074993,0.00006581805,0.00006750462,0.0001241582,0.00007849582],"domain_scores_gemma":[0.9974174,0.0004771099,0.001727177,0.0001005545,0.0001011101,0.0001766979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007353969,0.00001110113,0.9991933,0.000005935894,0.00001826115,0.00004670528,0.00001232703,0.000009017745,0.00009244621,0.00000565934,0.00003048814,0.0005012472],"study_design_scores_gemma":[0.000003637754,0.0000525148,0.9988642,0.00001067751,0.00002638636,0.0006449283,0.00009138466,0.0001411685,0.00005239658,0.00001811508,0.00009255283,0.000002232037],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986355,0.0008361311,0.00007630021,0.00007693253,0.00001344215,0.000004435254,0.0001184446,0.000002015097,0.0002367552],"genre_scores_gemma":[0.9995341,0.0002261652,0.00006753053,0.00001388819,0.00001379664,0.000002520698,0.00007958643,0.000001248267,0.00006106743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00167064,"threshold_uncertainty_score":0.00558883,"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."}}