{"id":"W4416987265","doi":"10.4293/jsls.2025.00064","title":"Predictors of Perioperative Opioid Use in Hysterectomy Patients","year":2025,"lang":"en","type":"article","venue":"JSLS Journal of the Society of Laparoscopic & Robotic Surgeons","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; University of Toronto; St. Michael's Hospital; Mount Sinai Hospital","funders":"","keywords":"Opioid; Hysterectomy; Perioperative; Pain management; MEDLINE","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002811604,0.0001855073,0.0008435677,0.0001096347,0.0000573359,0.00001200033,0.0002194053,0.0001098111,0.00003437741],"category_scores_gemma":[0.0003143289,0.0001214673,0.0007786878,0.0004548176,0.0002043013,0.0001265389,0.00009197906,0.0003095797,7.431041e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002100983,"about_ca_system_score_gemma":0.0005838353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003003006,"about_ca_topic_score_gemma":0.00004024606,"domain_scores_codex":[0.9981161,0.0001444372,0.0009212847,0.0001464435,0.0004463816,0.0002254029],"domain_scores_gemma":[0.9983174,0.000311183,0.0005518273,0.0003461336,0.000401164,0.00007226035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001018053,0.001000155,0.9900813,0.0002803571,0.0007635339,0.000001917933,0.004521246,0.0005936711,0.001149484,0.00004293121,0.001367556,0.00009603416],"study_design_scores_gemma":[0.005014403,0.0003492724,0.9823883,0.002130935,0.0005029152,0.000004500987,0.001650455,0.00008392205,0.007478092,0.00003000187,0.0002852064,0.00008203127],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968768,0.0005389982,0.00005777354,0.0007533086,0.001026243,0.0004887093,0.00001267541,0.000005301887,0.0002401537],"genre_scores_gemma":[0.9974254,0.0002370119,0.001114437,0.0001926426,0.0000192398,0.00000641413,0.00000388998,0.00001346546,0.0009875403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007693043,"threshold_uncertainty_score":0.4953294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01356995369553466,"score_gpt":0.2675458345403517,"score_spread":0.2539758808448171,"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."}}