{"id":"W2792450007","doi":"10.1186/s12889-018-5117-2","title":"Trained lay health workers reduce common mental disorder symptoms of adults with suicidal ideation in Zimbabwe: a cohort study","year":2018,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Grand Challenges Canada","keywords":"Medicine; Suicidal ideation; Psychiatry; Mental health; Odds ratio; Poison control; Public health; Logistic regression; Suicide prevention; Environmental health; Internal medicine","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":[0.001540134,0.0006215732,0.000492429,0.000609089,0.001185415,0.0008932328,0.0005703934,0.0009307483,0.003274316],"category_scores_gemma":[0.005683648,0.0007500956,0.000919474,0.0008733864,0.0003676181,0.0005761299,0.0009767012,0.001027952,0.0003559378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001021016,"about_ca_system_score_gemma":0.001031213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06858979,"about_ca_topic_score_gemma":0.06877579,"domain_scores_codex":[0.9989815,0.0003833713,0.00006964615,0.0001386764,0.000128849,0.0002978235],"domain_scores_gemma":[0.998974,0.0001325227,0.0003935119,0.00009962395,0.0001705341,0.0002298861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001813815,0.00133651,0.9782034,0.0004368213,0.0008813246,0.0002038684,0.003276285,0.00004886771,0.0007008369,0.0000503679,0.00112461,0.01192329],"study_design_scores_gemma":[0.0003983424,0.0008639371,0.99695,0.00009837294,0.0003066882,0.00004377592,0.0007223419,0.00008084116,0.00002664623,0.00001690816,0.0004849119,0.000007280521],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973651,0.001124839,0.00007977937,0.0002365821,0.00001821089,0.0002490935,0.0005271001,0.000004061268,0.0003953839],"genre_scores_gemma":[0.998732,0.0004350296,0.0001023659,0.0001061366,0.000008443037,0.0001356751,0.0001616165,0.000001254253,0.0003174799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06858979,"threshold_uncertainty_score":0.1363811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03796529198203655,"score_gpt":0.3657453952103007,"score_spread":0.3277801032282641,"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."}}