{"id":"W2953895162","doi":"10.1186/s13011-019-0213-6","title":"Concurrent psychiatry for patients enrolled in opioid agonist treatment: a propensity score matched cohort study in Ontario Canada","year":2019,"lang":"en","type":"article","venue":"Substance Abuse Treatment Prevention and Policy","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University; Centre for Addiction and Mental Health; Institute for Clinical Evaluative Sciences; NOSM University; Laurentian University","funders":"Northern Ontario Academic Medicine Association","keywords":"Propensity score matching; Health psychology; Medicine; Psychiatry; Opioid; Cohort; Agonist; Internal medicine; Public health; Psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001340374,0.0004150078,0.0006883134,0.0002135625,0.0001453196,0.00004106361,0.0001137811,0.00009476912,0.0003464735],"category_scores_gemma":[0.000001952251,0.0003361062,0.00009859815,0.0002600202,0.00002716511,0.0001611079,0.000009494591,0.00009907104,0.00002676942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003576488,"about_ca_system_score_gemma":0.0007417219,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8900619,"about_ca_topic_score_gemma":0.9978305,"domain_scores_codex":[0.9977313,0.0001786707,0.0006238049,0.0007063593,0.0001903338,0.0005695447],"domain_scores_gemma":[0.9991261,0.00004757641,0.0002406503,0.000392196,0.00003792103,0.0001554977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006507735,0.007317283,0.9749107,0.00003684001,0.0001828336,0.00001309129,0.009471469,0.000001765566,9.630564e-7,0.0003243698,0.00005781397,0.007032114],"study_design_scores_gemma":[0.02818278,0.002754673,0.9671447,0.0001130501,0.00008208074,0.000001499515,0.0007107462,0.000003822367,0.00001030304,0.0001353796,0.0006054159,0.0002555268],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857844,0.0003557106,8.345335e-7,0.0001024879,0.0009027828,0.01178623,0.00006012658,0.00002462186,0.0009827763],"genre_scores_gemma":[0.9843673,0.000175893,0.00002109827,0.00009080065,0.00004610202,0.002589499,0.0003856735,0.00002906616,0.01229464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1077687,"threshold_uncertainty_score":0.9999091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03898154973503073,"score_gpt":0.3378696093778857,"score_spread":0.298888059642855,"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."}}