{"id":"W2774250304","doi":"10.1186/s12888-017-1525-6","title":"Process evaluation of the systematic medical appraisal, referral and treatment (SMART) mental health project in rural India","year":2017,"lang":"en","type":"article","venue":"BMC Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Grand Challenges Canada; The Wellcome Trust DBT India Alliance; Department of Biotechnology, Ministry of Science and Technology, India; Wellcome Trust","keywords":"Mental health; Medicine; Intervention (counseling); Referral; Nursing; Psychiatry; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.001369306,0.0001849692,0.0003922569,0.00008567404,0.000418714,0.00003299896,0.0003397006,0.0001175144,0.00009237794],"category_scores_gemma":[0.0000724169,0.0001097637,0.00006802451,0.00008924721,0.0001194208,0.0001230464,0.00005225106,0.0001155747,0.00001118655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001805727,"about_ca_system_score_gemma":0.0006452739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002175073,"about_ca_topic_score_gemma":0.006662311,"domain_scores_codex":[0.9975682,0.0006239902,0.0005772547,0.0002733892,0.0006586229,0.0002985568],"domain_scores_gemma":[0.9986306,0.00004423384,0.0006140439,0.00058768,0.00002792248,0.00009553882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001461209,0.0009841649,0.9874556,0.003019174,0.00005311886,2.315819e-7,0.003592825,1.781408e-7,4.305794e-7,0.0009804807,0.0003907404,0.003376954],"study_design_scores_gemma":[0.006445095,0.0004863269,0.9837464,0.003144676,0.00007260656,0.0000346353,0.005318595,0.0003758176,0.000004112727,0.0002368797,0.0000129496,0.0001219198],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874631,0.002316305,6.977812e-7,0.001611905,0.002470259,0.003731512,0.00002145497,0.00001504062,0.002369792],"genre_scores_gemma":[0.9988121,0.00003527646,0.00005304195,0.0001122021,0.0001136285,0.0007033365,0.00002145062,0.00001501676,0.0001338789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01134914,"threshold_uncertainty_score":0.4476034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09670925825761334,"score_gpt":0.4800963216731379,"score_spread":0.3833870634155246,"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."}}