{"id":"W3127543305","doi":"10.9778/cmajo.20200076","title":"Predictors of long-term use of prescription opioids in the community-dwelling population of adults without a cancer diagnosis: a retrospective cohort study","year":2021,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; McGill University; Institut universitaire en santé mentale de Montréal; Institut Universitaire de Gériatrie de Montréal","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Retrospective cohort study; Medical prescription; Odds ratio; Population; Opioid; Cohort study; Confidence interval; Logistic regression; Emergency medicine; Internal medicine; Environmental health; Pharmacology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004535091,0.0001267839,0.0005441226,0.000084024,0.00004791351,0.00001951041,0.0002153059,0.00005487819,0.00004210949],"category_scores_gemma":[0.0002197339,0.0000955266,0.00006203049,0.0003445976,0.00004761804,0.0001935793,0.0001569424,0.0002079811,3.236555e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001564635,"about_ca_system_score_gemma":0.0001122935,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06780618,"about_ca_topic_score_gemma":0.0216811,"domain_scores_codex":[0.9983571,0.000474345,0.0004961157,0.0001935557,0.0003670076,0.0001119045],"domain_scores_gemma":[0.9986361,0.0001107206,0.0002828685,0.0006568088,0.0002846268,0.00002893808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004010411,0.003484824,0.965959,0.0002544108,0.00031709,0.000009410674,0.02897986,0.00006019205,0.00009610594,0.000009446825,0.00002019688,0.0004084908],"study_design_scores_gemma":[0.002854491,0.0007556475,0.98623,0.00168444,0.0004520727,0.000001764864,0.005839893,0.00006118006,0.002038824,0.00001367333,0.000001297733,0.00006672549],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955196,0.0004147981,0.000009361612,0.00005762737,0.00008961168,0.003753209,0.00006706108,0.000007325544,0.0000814564],"genre_scores_gemma":[0.998349,0.0003757504,0.0001091883,0.00002488029,0.00001735464,0.000927055,0.0001483929,0.0000174034,0.0000309375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04612508,"threshold_uncertainty_score":0.9961707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04248659663753775,"score_gpt":0.3391313323671322,"score_spread":0.2966447357295944,"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."}}