{"id":"W1987864986","doi":"10.1002/wps.20183","title":"Building behavioral health systems from the ground up","year":2015,"lang":"en","type":"article","venue":"World Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Mental health; Public health; Global mental health; Psychological intervention; Health equity; Medicine; Social determinants of health; International health; Health policy; Stigma (botany); Global health; Psychology; Psychiatry; Nursing","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":[],"consensus_categories":[],"category_scores_codex":[0.0004231426,0.0002028326,0.0002548011,0.00007403458,0.0003564611,0.00008898188,0.0003809923,0.00006273283,0.0004260443],"category_scores_gemma":[0.000001213711,0.0001424292,0.00007377365,0.0003172286,0.00005009108,0.0001012669,0.00005005017,0.0002664289,0.000676634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000165745,"about_ca_system_score_gemma":0.0001025367,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03176637,"about_ca_topic_score_gemma":0.005187645,"domain_scores_codex":[0.9981598,0.0002776754,0.000417563,0.0003798037,0.0002645723,0.0005005429],"domain_scores_gemma":[0.998808,0.00007015177,0.0002208257,0.0005810751,0.00002267507,0.0002972948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002152606,0.0006567016,0.2840763,0.00003237166,0.00009448955,0.000008370514,0.004314248,0.00000358251,0.000001512527,0.09269106,0.5981769,0.01972919],"study_design_scores_gemma":[0.009403314,0.0009681184,0.3656703,0.000606488,0.0002065277,0.0000603584,0.02919017,0.00004811168,0.000005172954,0.01427544,0.5785447,0.001021283],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9133874,0.02437727,0.00008649715,0.01000055,0.04012782,0.000894518,0.00008175732,0.0001632557,0.01088099],"genre_scores_gemma":[0.9824057,0.000008253579,0.0006544176,0.002789198,0.002091537,0.0001422198,0.0000688794,0.00003790356,0.01180188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08159401,"threshold_uncertainty_score":0.9746812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09306723991900459,"score_gpt":0.4275353367794702,"score_spread":0.3344680968604656,"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."}}