{"id":"W2584697136","doi":"10.1017/s0950268816003186","title":"Cost-effectiveness of active case-finding of household contacts of pulmonary tuberculosis patients in a low HIV, tuberculosis-endemic urban area of Lima, Peru","year":2017,"lang":"en","type":"article","venue":"Epidemiology and Infection","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"Canadian Institutes of Health Research; International Development Research Centre","keywords":"Medicine; Tuberculosis; Case finding; Sputum; Pulmonary tuberculosis; Cost effectiveness; Contact tracing; Diagnostic test; Human immunodeficiency virus (HIV); Active tuberculosis; Environmental health; Pediatrics; Demography; Family medicine; Mycobacterium tuberculosis; Internal medicine; Coronavirus disease 2019 (COVID-19); Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003994991,0.000273923,0.001947237,0.0005422954,0.0001310118,0.000001859052,0.0001217462,0.0005685557,0.00002337189],"category_scores_gemma":[0.01274986,0.0002355329,0.0002837556,0.0001912678,0.000840955,0.0002804638,0.0001469222,0.0005857542,0.000001234521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001574967,"about_ca_system_score_gemma":0.00008544886,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007202451,"about_ca_topic_score_gemma":0.0002920902,"domain_scores_codex":[0.9956413,0.001970663,0.001256797,0.000486188,0.0001455361,0.0004994962],"domain_scores_gemma":[0.9932755,0.004520503,0.00113855,0.0005647346,0.0003199667,0.0001806953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00241658,0.0007541603,0.9766497,0.001410415,0.0003784808,0.00003183965,0.0002194231,0.0001163265,0.01293889,0.0003432246,0.00008279509,0.004658177],"study_design_scores_gemma":[0.002415643,0.001245888,0.9766502,0.001139015,0.0001812183,0.0002340692,0.00009438942,0.001299802,0.01618732,0.0003881673,0.00001651998,0.0001477675],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966601,0.0004113491,0.00009911666,0.0001822898,0.0001643695,0.001036878,0.0001416021,0.00001374645,0.001290565],"genre_scores_gemma":[0.9977663,0.001855498,0.0000614446,0.00006354331,0.00004222551,0.00009336403,0.00008656424,0.0000223991,0.000008653202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008754866,"threshold_uncertainty_score":0.9994087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09291355299742855,"score_gpt":0.361303371109397,"score_spread":0.2683898181119685,"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."}}