{"id":"W2263714542","doi":"10.1017/gmh.2015.11","title":"Systematic Medical Appraisal, Referral and Treatment (SMART) Mental Health Programme for providing innovative mental health care in rural communities in India","year":2015,"lang":"en","type":"article","venue":"Cambridge Prisms Global Mental Health","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"School of Medicine, New York University; The Wellcome Trust DBT India Alliance; Grand Challenges Canada; Department of Biotechnology, Ministry of Science and Technology, India; Wellcome Trust; York University; World Health Organization","keywords":"Mental health; Referral; Mental health care; Medicine; Mental healthcare; Nursing; Family medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002772574,0.0008136099,0.001859253,0.0003921794,0.0008751989,0.0001195202,0.0004675212,0.000271774,0.00001830907],"category_scores_gemma":[0.00004959796,0.0007178601,0.0001246881,0.0009270023,0.000319268,0.0003930844,0.0002994536,0.0004760329,0.0000229818],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01510502,"about_ca_system_score_gemma":0.00214815,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03827552,"about_ca_topic_score_gemma":0.01577758,"domain_scores_codex":[0.9917669,0.001854507,0.002396597,0.0007322956,0.0009184445,0.002331248],"domain_scores_gemma":[0.9965981,0.0001856049,0.001018483,0.0005264522,0.00009036423,0.001581042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.006833054,0.008421173,0.2374145,0.0242177,0.0005317747,0.00007125449,0.3512988,7.616596e-7,0.000001374374,0.02010424,0.03500516,0.3161002],"study_design_scores_gemma":[0.05369165,0.02834262,0.06858199,0.01732538,0.00003025987,0.0006687309,0.8205061,0.0005810084,0.0000133197,0.00006550374,0.008696555,0.001496882],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9240503,0.03373013,0.00002718955,0.01501398,0.002796118,0.02103772,0.002219831,0.0001928732,0.0009318845],"genre_scores_gemma":[0.9845639,0.0008801263,0.001009257,0.004351965,0.0001370937,0.002849547,0.005998452,0.00007668218,0.0001330138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4692073,"threshold_uncertainty_score":0.9995273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06949685042109562,"score_gpt":0.4251627214010119,"score_spread":0.3556658709799163,"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."}}