{"id":"W4220824929","doi":"10.9778/cmajo.20210025","title":"Patterns of prescription opioid dispensing among Red River Métis in Manitoba, Canada: a retrospective longitudinal cross-sectional study.","year":2022,"lang":"en","type":"article","venue":"PubMed","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Manitoba Health","funders":"","keywords":"Medical prescription; Opioid; Potency; Retrospective cohort study","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008420231,0.0003837468,0.0003454763,0.001215978,0.002438618,0.001117316,0.001404537,0.0005083779,0.001258483],"category_scores_gemma":[0.001902826,0.0006347477,0.0004723137,0.003617233,0.0006891903,0.0004984736,0.0009932205,0.0007661069,0.0002807378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01603878,"about_ca_system_score_gemma":0.02071604,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9828488,"about_ca_topic_score_gemma":0.9901733,"domain_scores_codex":[0.9990979,0.00009791625,0.00007645715,0.0001430491,0.0003266541,0.0002579583],"domain_scores_gemma":[0.9980306,0.00008876429,0.0005356823,0.00009583019,0.0008572061,0.0003919636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001946196,0.00002729751,0.9981362,0.00002195838,0.0000349365,0.00004100125,0.0004312597,0.00002009547,0.0001301823,0.00001668215,0.0003692716,0.0007518172],"study_design_scores_gemma":[0.000004321398,0.00002416803,0.9979832,0.00002662703,0.00001951705,0.00005399217,0.001210919,0.0001100504,0.00003939381,0.000007604163,0.000514936,0.000005233342],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991349,0.0006476414,0.0002178576,0.00033572,0.00001210275,0.0001810469,0.005961288,0.00001861109,0.001276799],"genre_scores_gemma":[0.9949013,0.0005305327,0.0005386276,0.0003584849,0.000007504076,0.0001195784,0.002557187,0.000006913633,0.0009799381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01715118,"threshold_uncertainty_score":0.11637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02631641761208831,"score_gpt":0.2427494938923757,"score_spread":0.2164330762802874,"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."}}