{"id":"W4401577352","doi":"10.1001/jamapsychiatry.2024.2305","title":"Mental Health Care Support in Rural India","year":2024,"lang":"en","type":"article","venue":"JAMA Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Medical Research Council; Wellcome Trust","keywords":"Medicine; Mental health; Psychological intervention; Patient Health Questionnaire; Population; Health care; Depression (economics); Randomized controlled trial; Anxiety; Psychiatry; Family medicine; Environmental health; Depressive symptoms","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006550418,0.0002170008,0.0002885718,0.0004414494,0.0009912612,0.0009114501,0.0006467369,0.0003543509,0.00608612],"category_scores_gemma":[0.001676442,0.0001462914,0.000370554,0.0007662245,0.0005601262,0.0002707565,0.001482462,0.0006688865,0.0002543647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000993714,"about_ca_system_score_gemma":0.004381245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01055475,"about_ca_topic_score_gemma":0.01523412,"domain_scores_codex":[0.9992874,0.0003405993,0.00004470726,0.00004868827,0.00005874215,0.0002199297],"domain_scores_gemma":[0.998726,0.0002641852,0.0002603741,0.00004720383,0.00007636128,0.0006259115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.009504145,0.01633725,0.3857047,0.01802246,0.001330849,0.00261001,0.007004466,0.00184787,0.005777255,0.003071701,0.02485767,0.5239316],"study_design_scores_gemma":[0.01398262,0.02585873,0.8875712,0.004923927,0.00123806,0.002488802,0.01641953,0.001104744,0.001298722,0.001744505,0.04325683,0.0001122243],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9708344,0.006784587,0.0002019652,0.006163737,0.0001835995,0.000919722,0.0008547559,0.00007240095,0.01398483],"genre_scores_gemma":[0.9951484,0.002203141,0.0002787634,0.001112985,0.0000779254,0.0004938513,0.0001984768,0.00000260857,0.0004838798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01055475,"threshold_uncertainty_score":0.02098668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01162118505296339,"score_gpt":0.3699061043855725,"score_spread":0.3582849193326091,"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."}}