{"id":"W3216387817","doi":"10.1097/sla.0000000000005318","title":"Surgeon Postoperative Opioid Prescribing Intensity and Risk of Persistent Opioid Use Among Opioid-naive Adult Patients","year":2021,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Toronto; University Health Network; Health Sciences Centre; Sunnybrook Hospital; Toronto Rehabilitation Institute; Sunnybrook Health Science Centre","funders":"National Institute on Drug Abuse; Pacira BioSciences; GlaxoSmithKline; University of Toronto; Ontario Ministry of Health and Long-Term Care; Eli Lilly and Company","keywords":"Opioid; MEDLINE; Intensity (physics); Young adult; Opioid epidemic; Quality (philosophy); Opioid abuse","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004204606,0.0002030259,0.0002562956,0.0005007636,0.0002508173,0.0005372211,0.0002421539,0.0003793354,0.001918387],"category_scores_gemma":[0.002731105,0.0002055655,0.0004770079,0.0005668195,0.0001859133,0.0003321398,0.0003532429,0.0005782187,0.0001983052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00015918,"about_ca_system_score_gemma":0.0003746061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003288518,"about_ca_topic_score_gemma":0.003858088,"domain_scores_codex":[0.9996099,0.00008342227,0.00006192781,0.00007205771,0.00009463861,0.00007806945],"domain_scores_gemma":[0.9967462,0.0004634104,0.002162275,0.000100498,0.0001848549,0.000342745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002745354,0.00000913785,0.9996302,0.000002259148,0.00001612841,0.00001093872,0.000006541965,0.000006523512,0.00003457889,0.000001677989,0.00001347713,0.0002410157],"study_design_scores_gemma":[0.000003349094,0.00005294107,0.9996525,0.000004335795,0.00001182043,0.00009385053,0.0000482136,0.00008341319,0.00001504897,0.000005428791,0.00002771903,0.00000128437],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994516,0.0001842411,0.00003070533,0.00003474263,0.000003233427,0.000003110247,0.0001456094,0.000001477994,0.0001453747],"genre_scores_gemma":[0.9996277,0.00009083614,0.00005087561,0.00001975927,0.00001094293,0.000002263115,0.0001436493,5.84911e-7,0.00005340104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003288518,"threshold_uncertainty_score":0.006538749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0794090368927808,"score_gpt":0.2835298483122537,"score_spread":0.2041208114194729,"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."}}