{"id":"W4384819644","doi":"10.1371/journal.pone.0288643","title":"Strategies to increase childhood tuberculosis case detection at the primary health care level: Lessons from an active case finding study in Zambia","year":2023,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Allergy and Infectious Diseases; Government of Canada","keywords":"Medicine; Contact tracing; Tuberculosis; Case finding; Intervention (counseling); Pediatrics; Environmental health; Family medicine; Nursing; Internal medicine; Disease","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":[0.01226661,0.0007535625,0.0006270129,0.0009494151,0.001265075,0.001251888,0.001803117,0.0009088797,0.001173728],"category_scores_gemma":[0.01972778,0.0006657042,0.00078462,0.0009987416,0.00110573,0.001596458,0.001526279,0.001273036,0.00008960522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005015036,"about_ca_system_score_gemma":0.008488201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2048131,"about_ca_topic_score_gemma":0.2220192,"domain_scores_codex":[0.9956871,0.00289366,0.0002146678,0.0002041957,0.0002284494,0.0007718946],"domain_scores_gemma":[0.9932327,0.003316282,0.001435044,0.0004550243,0.0008479643,0.0007129773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001900564,0.005626268,0.7195072,0.003811332,0.0006756774,0.002467371,0.05214132,0.001802121,0.002582668,0.001944262,0.003735702,0.2038055],"study_design_scores_gemma":[0.001069902,0.003980304,0.9580771,0.003423075,0.0008505383,0.0003789553,0.02464489,0.002193031,0.0005677612,0.0004117454,0.004339278,0.00006336235],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908024,0.003793954,0.0007404213,0.002839393,0.00004101389,0.0007992963,0.0001409021,0.00001557718,0.0008270248],"genre_scores_gemma":[0.9930565,0.002890175,0.002889889,0.0003987285,0.00002643052,0.0005020398,0.0001005668,0.000003158724,0.0001325664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2048131,"threshold_uncertainty_score":0.4072418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1241909658789263,"score_gpt":0.3881978296777491,"score_spread":0.2640068637988229,"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."}}