{"id":"W3043850864","doi":"10.1371/journal.pone.0236262","title":"Using community health workers for facility and community based TB case finding: An evaluation in central Mozambique","year":2020,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of General Medical Sciences; National Cancer Institute; National Institute on Drug Abuse; National Heart, Lung, and Blood Institute; National Institute of Mental Health; Center for AIDS Research, University of Washington; United States Agency for International Development; National Institutes of Health; Global Fund to Fight AIDS, Tuberculosis and Malaria; National Institute of Diabetes and Digestive and Kidney Diseases; Bill and Melinda Gates Foundation; National Institute of Allergy and Infectious Diseases; Global Affairs Canada; National Institute on Aging; University of Washington","keywords":"Contact tracing; Tuberculosis; Medicine; Environmental health; Community health workers; Case finding; Intervention (counseling); Incidence (geometry); Health facility; Health care; Medical emergency; Demography; Health services; Disease; Population; Nursing; Infectious disease (medical specialty)","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":[0.007381178,0.001053213,0.0004563361,0.001065927,0.001991908,0.001299162,0.001048574,0.001083075,0.001721625],"category_scores_gemma":[0.007918824,0.0007217217,0.0006952573,0.0008644596,0.001317336,0.0006956642,0.001286036,0.0008289238,0.0002245073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005864462,"about_ca_system_score_gemma":0.01772161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.214414,"about_ca_topic_score_gemma":0.2681453,"domain_scores_codex":[0.9955838,0.002424168,0.0001708278,0.0002782969,0.0004885502,0.001054477],"domain_scores_gemma":[0.9946921,0.001279604,0.0007854529,0.0002295256,0.001354457,0.001658781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01352239,0.03816206,0.6483625,0.004379365,0.0006013165,0.002402977,0.02823626,0.00273062,0.01151991,0.0003436299,0.002648155,0.2470908],"study_design_scores_gemma":[0.005938814,0.04953099,0.9249779,0.0006855745,0.000368006,0.0004816017,0.01135617,0.00259188,0.001050327,0.0000885929,0.002841773,0.0000883821],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945889,0.0003574526,0.0002521555,0.0003239686,0.00001249931,0.003364413,0.0001708374,0.0000269246,0.0009028738],"genre_scores_gemma":[0.9946951,0.0003762215,0.001776842,0.0001777828,0.00001369206,0.002427367,0.0002174346,0.000003022892,0.0003126303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.214414,"threshold_uncertainty_score":0.4263318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.560295387677596,"score_gpt":0.4547946676840328,"score_spread":0.1055007199935633,"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."}}