{"id":"W2516647718","doi":"10.1001/jamasurg.2016.1681","title":"Risks of Developing Persistent Opioid Use After Major Surgery","year":2016,"lang":"en","type":"article","venue":"JAMA Surgery","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":133,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute for Clinical Evaluative Sciences; St. Michael's Hospital; Toronto General Hospital; Toronto Western Hospital","funders":"","keywords":"Medicine; Opioid; Intensive care medicine; MEDLINE; Opioid epidemic; Surgery; 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":[0.0003935717,0.0002550725,0.0007182438,0.0003656907,0.00004039019,0.00002543621,0.00005520905,0.0001526802,0.0004354457],"category_scores_gemma":[0.0008451522,0.0001683324,0.000693913,0.0002511032,0.00009261061,0.0002679441,0.00006566803,0.0000894421,0.0001603482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002139428,"about_ca_system_score_gemma":0.0005205777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002309558,"about_ca_topic_score_gemma":0.000008408249,"domain_scores_codex":[0.9980757,0.00008442382,0.0006116058,0.0003733275,0.0004080726,0.0004468329],"domain_scores_gemma":[0.9969966,0.001878879,0.000192056,0.0005416845,0.0002147345,0.0001760698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005005416,0.0002323223,0.9611967,0.0002750974,0.0003471008,0.0002067667,0.0002440338,1.385688e-7,0.0006900856,0.00002126695,0.00957773,0.02670819],"study_design_scores_gemma":[0.000685322,0.00003385898,0.9745598,0.001439334,0.0001946636,0.00004495928,0.0001284713,0.000002047255,0.008052613,0.00002950845,0.01457601,0.0002534062],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993946,0.001342711,0.0001120587,0.003466252,0.0005645935,0.0002739971,0.00005397861,0.00007961604,0.0001608549],"genre_scores_gemma":[0.9962449,0.0009373176,0.0007278095,0.0006382156,0.0001460575,0.0001020755,0.00003420285,0.00005307604,0.001116315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02645479,"threshold_uncertainty_score":0.6864395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07198199303771277,"score_gpt":0.2926177081614542,"score_spread":0.2206357151237414,"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."}}