{"id":"W2890967794","doi":"10.23889/ijpds.v3i4.830","title":"Patterns of opioid utilization in the 90-days post hospital discharge and risk of re-admissions and emergency department visits","year":2018,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University","funders":"","keywords":"Medicine; Medical prescription; Opioid; Emergency medicine; Emergency department; Hospital discharge; Opioid overdose; Anesthesia; Internal medicine; (+)-Naloxone; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003513445,0.0001694358,0.0002218557,0.0008039166,0.000343302,0.0007577455,0.0005089588,0.0002471094,0.004076165],"category_scores_gemma":[0.001744335,0.0001365778,0.0006050028,0.001181742,0.0002769761,0.000357303,0.0006718686,0.0003444707,0.0003106513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001615227,"about_ca_system_score_gemma":0.001549013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1704069,"about_ca_topic_score_gemma":0.2063793,"domain_scores_codex":[0.9994518,0.00005047413,0.00006679991,0.0000958473,0.0001218158,0.0002132106],"domain_scores_gemma":[0.9983366,0.00009136854,0.001107692,0.0000272157,0.0001719701,0.0002652324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001644825,0.000009649536,0.9983026,0.00001199651,0.00001869122,0.0000398934,0.00005341016,0.00004460994,0.00003184097,0.00001390783,0.0002707776,0.001186177],"study_design_scores_gemma":[9.251208e-7,0.00001451596,0.9995029,0.00001312719,0.000003753656,0.00005937601,0.0001612795,0.0000755537,0.00001306516,0.000005890599,0.0001470503,0.000002571717],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943711,0.000579725,0.00008607656,0.0002943471,0.000008346364,0.00002156925,0.003513493,0.00001357454,0.001111833],"genre_scores_gemma":[0.9973148,0.0004095809,0.00008900364,0.00005966129,0.00001227399,0.000009874995,0.001660555,0.000002309492,0.0004420554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1704069,"threshold_uncertainty_score":0.3388301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04371945519022839,"score_gpt":0.383455523905271,"score_spread":0.3397360687150426,"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."}}