{"id":"W4394747348","doi":"10.1007/s00464-024-10808-9","title":"Predictors of postoperative opioid use in ventral and incisional hernia repair","year":2024,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Office of Sex Offender Sentencing, Monitoring, Apprehending, Registering, and Tracking; National Center for Advancing Translational Sciences; National Institute on Drug Abuse; Office of Justice Programs; Office for Victims of Crime; Bureau of Justice Assistance; Hamilton Health Sciences Foundation; National Institutes of Health; U.S. Department of Justice","keywords":"Medicine; Opioid; Medical prescription; Anesthesia; Morphine; Internal medicine; Pharmacology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003787361,0.000221098,0.0003112226,0.0005031754,0.0004994677,0.000820844,0.0003190153,0.0006009025,0.003241808],"category_scores_gemma":[0.003928473,0.0002300487,0.0006566234,0.0007878757,0.0003045369,0.0004364459,0.0004613622,0.001362186,0.0002288739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002965002,"about_ca_system_score_gemma":0.0009370873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00563878,"about_ca_topic_score_gemma":0.009726464,"domain_scores_codex":[0.99964,0.00007669337,0.00005915919,0.00003631715,0.00007195179,0.000115933],"domain_scores_gemma":[0.9964173,0.001070415,0.00146714,0.0001088538,0.0002185158,0.0007176255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008340561,0.00004472358,0.9990671,0.000005490745,0.00002712294,0.00004049941,0.00001788363,0.00002254798,0.0000443766,0.00001073335,0.00004401925,0.0005920741],"study_design_scores_gemma":[0.000003604988,0.00006764735,0.9990827,0.00001291341,0.00002505316,0.0001548094,0.0002675612,0.000219536,0.00002935091,0.00002376644,0.0001091362,0.000003913028],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983671,0.0004967603,0.00005615172,0.0001353705,0.00002761954,0.000005473122,0.0001953209,0.000002335738,0.000713844],"genre_scores_gemma":[0.999217,0.0002418708,0.00006921373,0.00003493939,0.00003158631,0.000003753549,0.0001941817,0.000001988881,0.0002054301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00563878,"threshold_uncertainty_score":0.01121193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01258618362433805,"score_gpt":0.2878288900298028,"score_spread":0.2752427064054648,"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."}}