{"id":"W4281684428","doi":"10.1080/08897077.2022.2074604","title":"Commentary Article: Opioid use Disorder Cascade of Care Framework Design: A Roadmap","year":2022,"lang":"en","type":"article","venue":"Substance Abuse","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes; Simon Fraser University; University of British Columbia","funders":"National Institute on Drug Abuse","keywords":"Opioid use disorder; Accountability; Medicine; Public health; Health care; Psychiatry; Opioid; Nursing; Political science; Economic growth; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001075026,0.0002440529,0.0004122027,0.00011373,0.000169082,0.00001548393,0.0001888743,0.00006929589,0.000370162],"category_scores_gemma":[0.00003287753,0.0002389257,0.0001500301,0.0005539114,0.0000917157,0.0001467913,0.00004380267,0.0004051072,0.00001491451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003409523,"about_ca_system_score_gemma":0.0000899682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002409934,"about_ca_topic_score_gemma":0.0001203447,"domain_scores_codex":[0.9981356,0.0001468712,0.0003733612,0.0003899464,0.0005501715,0.0004041036],"domain_scores_gemma":[0.9985975,0.0002171014,0.0001323264,0.0008054202,0.0001011216,0.0001465416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00253587,0.002896525,0.7712985,0.0003673722,0.0005176655,0.0004786414,0.1995473,0.003864866,0.001668594,0.0003795216,0.01280633,0.003638761],"study_design_scores_gemma":[0.02747349,0.007674186,0.539269,0.001540791,0.002203919,0.0002218957,0.1978804,0.001808256,0.05526149,0.002904602,0.161219,0.002542977],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860048,0.009357991,0.001704318,0.001322597,0.000258859,0.001077616,0.00008795291,0.0001609877,0.00002481942],"genre_scores_gemma":[0.9809272,0.0008160393,0.01469479,0.002872876,0.00004901296,0.0003315924,0.0001111244,0.00009367383,0.0001037414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2320295,"threshold_uncertainty_score":0.9743107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01742329886483115,"score_gpt":0.2716561125419412,"score_spread":0.2542328136771101,"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."}}