{"id":"W2137639221","doi":"10.1176/appi.ps.201200082","title":"Substance Screening and Referral for Substance Abuse Treatment in an Integrated Mental Health Care Program","year":2013,"lang":"en","type":"article","venue":"Psychiatric Services","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Hôpital du Sacré-Cœur de Montréal","funders":"National Institute of Mental Health","keywords":"Referral; Substance abuse; Medicine; Psychiatry; Mental health; Population; Alcohol abuse; Substance abuse treatment; Family medicine; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001366316,0.0001832194,0.0003506557,0.0008169498,0.0007354043,0.0009344554,0.0005742747,0.0005202214,0.002061465],"category_scores_gemma":[0.0103917,0.0003642848,0.0003349405,0.0009970246,0.0003885223,0.0006517904,0.001486446,0.0009795757,0.0001138938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001386355,"about_ca_system_score_gemma":0.00178419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02395325,"about_ca_topic_score_gemma":0.03974652,"domain_scores_codex":[0.9981946,0.0006572056,0.0001501792,0.0001919179,0.0004329942,0.0003730802],"domain_scores_gemma":[0.9954,0.0007779454,0.002334082,0.0000979691,0.0003013913,0.001088641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004826571,0.0001872112,0.9959847,0.00001364568,0.00003096857,0.00005551011,0.0002432232,0.00001862266,0.00007377715,0.000009474904,0.0001493122,0.003185186],"study_design_scores_gemma":[0.00001212846,0.0001168571,0.9990024,0.00002262866,0.00002061807,0.0001362922,0.000462606,0.0001169603,0.00003040924,0.000006737303,0.00007071222,0.00000174269],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991723,0.0001128151,0.00003068823,0.0002105402,0.00000455093,0.00003017965,0.0000710646,0.000004562969,0.0003634297],"genre_scores_gemma":[0.9995714,0.000081474,0.00008190489,0.00008351658,0.000008617873,0.00001946473,0.00008141629,9.889806e-7,0.00007120433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02395325,"threshold_uncertainty_score":0.04762769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02741112081900364,"score_gpt":0.3288324547854447,"score_spread":0.301421333966441,"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."}}