{"id":"W4205199792","doi":"10.1136/dtb.2021.000038","title":"Risk from concurrent opioid and benzodiazepine use","year":2021,"lang":"en","type":"article","venue":"Drug and Therapeutics Bulletin","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Benzodiazepine; Opioid; Medicine; Psychiatry; Anesthesia; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006129148,0.0001745667,0.0002640223,0.00002871248,0.00008765923,0.00006112418,0.00002745457,0.00006021044,0.0003497809],"category_scores_gemma":[0.00002265561,0.0001466945,0.00005030754,0.00005337133,0.00007107219,0.00001767212,0.0000570358,0.0001739779,0.00005089313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001818155,"about_ca_system_score_gemma":0.00004578954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003268692,"about_ca_topic_score_gemma":0.00002220248,"domain_scores_codex":[0.9991122,0.00007013587,0.0001716144,0.0003253625,0.0001387489,0.000181958],"domain_scores_gemma":[0.9993207,0.0001753963,0.00005299164,0.0002460228,0.00007367617,0.000131252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003492229,0.002119514,0.6866201,0.0002211598,0.002212641,0.0004009168,0.01437688,0.00000287703,0.004370204,0.001914728,0.006765927,0.2806458],"study_design_scores_gemma":[0.00428106,0.0001284588,0.2007253,0.000118442,0.0007337923,0.00002998187,0.001047467,0.0001433958,0.006065508,0.0005649255,0.7859064,0.0002552241],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9615025,0.03181194,0.00006886567,0.005736763,0.000167648,0.0001948409,0.0001734181,0.00004625354,0.0002977894],"genre_scores_gemma":[0.9689805,0.02583715,0.001446794,0.002209665,0.00009758612,0.00001477031,0.0002349764,0.00002934124,0.001149251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7791405,"threshold_uncertainty_score":0.5982026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01577067581630572,"score_gpt":0.2559264944911187,"score_spread":0.240155818674813,"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."}}