{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05477766,0.0009037649,0.0009093058,0.002307093,0.002984972,0.001809474,0.002282985,0.0007817094,0.003225656],"category_scores_gemma":[0.04346581,0.0009187323,0.001081045,0.00214947,0.001951861,0.001089183,0.005784764,0.001034186,0.0004098047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01073418,"about_ca_system_score_gemma":0.04564878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01536072,"about_ca_topic_score_gemma":0.0225712,"domain_scores_codex":[0.9562563,0.03432697,0.002344123,0.001398037,0.002578624,0.003096032],"domain_scores_gemma":[0.9512433,0.0249045,0.005673555,0.003328168,0.009764191,0.005086258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.01301004,0.05052496,0.06419799,0.01568593,0.0003994915,0.001983122,0.1958274,0.007196381,0.008395148,0.003238433,0.006732166,0.6328089],"study_design_scores_gemma":[0.03076346,0.2007743,0.387739,0.007627102,0.002072946,0.00074679,0.2723756,0.01276988,0.02586179,0.004516298,0.05417101,0.0005818963],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8851405,0.0002980135,0.004609572,0.001345788,0.00004639447,0.1024543,0.001052854,0.0002194991,0.00483299],"genre_scores_gemma":[0.8424764,0.000625763,0.0482475,0.0006060579,0.00004776434,0.1052169,0.0008002364,0.00004630874,0.001932996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05477766,"threshold_uncertainty_score":0.2896954,"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."}}