{"id":"W4410315491","doi":"10.1001/jamanetworkopen.2025.9565","title":"Integrated Collaborative Care for Youths With Mental Health and Substance Use Challenges","year":2025,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Adolescent and Pediatric Healthcare","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Health Information; North York General Hospital; The Sashbear Foundation; Institute for Clinical Evaluative Sciences; Ontario Centre of Excellence for Child and Youth Mental Health; Hospital for Sick Children; Public Health Ontario; Toronto East General Hospital; SickKids Foundation; University of Toronto; Centre for Addiction and Mental Health","funders":"Canadian Institutes of Health Research","keywords":"Mental health; Randomized controlled trial; Psychopathology; Medicine; Intervention (counseling); Global Assessment of Functioning; Collaborative Care; Psychiatry; Clinical psychology; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.000690666,0.0002004765,0.000464367,0.00005192618,0.001492991,0.00006882952,0.0002545947,0.0002088036,0.00001759541],"category_scores_gemma":[0.00008520245,0.0001523012,0.00002034212,0.0005217078,0.00004928844,0.0003016487,0.0001463938,0.0005080684,0.000005438398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002885026,"about_ca_system_score_gemma":0.002096955,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007485116,"about_ca_topic_score_gemma":0.02750786,"domain_scores_codex":[0.9976797,0.0007404127,0.0004157435,0.0004096387,0.0001185222,0.0006359685],"domain_scores_gemma":[0.9981615,0.000580903,0.0002520414,0.0002550297,0.0005062884,0.0002442477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00444591,0.00004699112,0.4941806,0.001927679,0.00009360666,0.000003044058,0.1213614,0.00001144825,1.909689e-7,0.01205882,0.3177314,0.04813888],"study_design_scores_gemma":[0.004858401,0.0004810336,0.05622886,0.003928705,0.0000226653,3.878183e-7,0.2302796,0.0001232853,5.833329e-7,0.0002455042,0.7035641,0.000266913],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.454739,0.2283632,0.001709387,0.2440928,0.00375438,0.04407419,0.002867384,0.0003856548,0.02001401],"genre_scores_gemma":[0.9100878,0.03654486,0.01290042,0.02497975,0.001794158,0.001793572,0.001616716,0.0001102626,0.0101725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4553487,"threshold_uncertainty_score":0.9998069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09634673217962057,"score_gpt":0.4255742017811856,"score_spread":0.329227469601565,"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."}}