{"id":"W3198487096","doi":"10.1093/ije/dyab168.309","title":"1045Patterns, predictors and outcomes of opioid use in Australia: evidence for an epidemic?","year":2021,"lang":"en","type":"article","venue":"International Journal of Epidemiology","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Context (archaeology); Medical prescription; Opioid; Harm; Epidemiology; Psychological intervention; Population; Pharmacoepidemiology; Harm reduction; Poison control; Public health; Psychiatry; Environmental health; Pharmacology; Psychology; Internal medicine; Nursing; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01528136,0.0003823305,0.0008377176,0.002235422,0.001562456,0.00370518,0.001341819,0.002508558,0.01606364],"category_scores_gemma":[0.03629377,0.0006079762,0.001226344,0.0020798,0.001350753,0.00450559,0.0051977,0.004343689,0.001286516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002888776,"about_ca_system_score_gemma":0.008577319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0252677,"about_ca_topic_score_gemma":0.01987843,"domain_scores_codex":[0.9956849,0.001841712,0.0004099488,0.0004427386,0.001062119,0.0005586545],"domain_scores_gemma":[0.981119,0.005889886,0.003286301,0.0006266726,0.005602592,0.003475521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003749164,0.0003905714,0.3218494,0.009277807,0.0005947741,0.0004527917,0.0249857,0.0003077931,0.0005075775,0.008393584,0.2847636,0.3481016],"study_design_scores_gemma":[0.0000715682,0.0005416229,0.8038961,0.01986286,0.0003327128,0.0005806938,0.02086283,0.0008010517,0.0001756203,0.00775661,0.1449565,0.0001618423],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1305683,0.1208705,0.001902165,0.7051789,0.01315459,0.0004723914,0.003119393,0.0001019445,0.02463192],"genre_scores_gemma":[0.6582475,0.1815917,0.003932245,0.1154345,0.02371061,0.001670796,0.002259088,0.0001681099,0.01298545],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0252677,"threshold_uncertainty_score":0.08081657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2199832377421019,"score_gpt":0.4698128156863736,"score_spread":0.2498295779442717,"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."}}