{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008591425,0.0003400937,0.0005035936,0.0002199228,0.0001931725,0.00006243817,0.0001123107,0.00009126126,0.00003352574],"category_scores_gemma":[0.000001034131,0.0002527831,0.0000928585,0.0005192285,0.00003345456,0.0004021937,0.00000321627,0.0001163014,0.000008466232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002763395,"about_ca_system_score_gemma":0.00005957512,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009889642,"about_ca_topic_score_gemma":0.04148223,"domain_scores_codex":[0.998301,0.00005370039,0.0004008078,0.0005321138,0.0001880609,0.0005243113],"domain_scores_gemma":[0.9991074,0.00004828999,0.0001545891,0.000332241,0.0001140467,0.0002434993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006481964,0.0005628793,0.8919299,0.0002095536,0.00008024965,0.000004051741,0.04952956,0.000001976986,0.00002132611,0.00002095113,0.0001270449,0.05686434],"study_design_scores_gemma":[0.02323454,0.005183734,0.8640208,0.0002875942,0.0001773652,0.00002455323,0.09710038,0.00147816,0.0001569289,0.000078055,0.007614905,0.0006429605],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9769366,0.01771245,0.00001802961,0.001168562,0.0002042408,0.00366207,0.00001823269,0.0002132892,0.00006650144],"genre_scores_gemma":[0.9588771,0.002151255,0.03628823,0.0007987726,0.0001339862,0.0009327271,0.0006126248,0.00005166882,0.0001535685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05622138,"threshold_uncertainty_score":0.9999924,"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."}}