{"id":"W4205682915","doi":"10.21203/rs.3.rs-1170954/v1","title":"Measuring Treatment Attrition at Various Stages of Engagement in Opioid Agonist Treatment in Ontario Canada Using a Cascade of Care Framework","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; University of Toronto","funders":"","keywords":"Attrition; Residence; Medicine; Demography; Retrospective cohort study; Medical prescription; Family medicine; Emergency medicine; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003713717,0.0004279901,0.0004709855,0.002994302,0.00413387,0.001688229,0.002498171,0.0005499589,0.002192298],"category_scores_gemma":[0.01066156,0.0004090754,0.001459031,0.005181659,0.0009642062,0.000789017,0.002223569,0.0008951302,0.0001392887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07243948,"about_ca_system_score_gemma":0.06694415,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9880425,"about_ca_topic_score_gemma":0.9927409,"domain_scores_codex":[0.9951958,0.0009055394,0.0003913201,0.0005942593,0.001603116,0.00131001],"domain_scores_gemma":[0.9883192,0.001065732,0.00358569,0.0002892606,0.004959406,0.001780859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005577471,0.00004426764,0.9918447,0.0000566182,0.00005911807,0.00003625258,0.001041962,0.0002839665,0.00004817108,0.000135631,0.0007701158,0.005623548],"study_design_scores_gemma":[0.00001329161,0.00004871262,0.9954897,0.00007665947,0.00004428044,0.00002216427,0.001814249,0.001625646,0.00005380946,0.00008280491,0.0007135044,0.00001518631],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988867,0.0006336244,0.00104684,0.001210567,0.00001711775,0.0005786861,0.005249519,0.00002341811,0.002373273],"genre_scores_gemma":[0.9947098,0.0003155169,0.001937343,0.0001590027,0.000008762143,0.0002978319,0.002016866,0.000004172563,0.0005506187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07243948,"threshold_uncertainty_score":0.5255877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1330774245938494,"score_gpt":0.3864137440931852,"score_spread":0.2533363194993359,"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."}}