{"id":"W2331590686","doi":"10.5588/pha.15.0035","title":"Experience of active tuberculosis case finding in nearly 5 million households in India","year":2016,"lang":"en","type":"article","venue":"Public Health Action","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Union Against Tuberculosis and Lung Disease; Canadian Thoracic Society; Global Fund to Fight AIDS, Tuberculosis and Malaria","keywords":"Medicine; Pulmonary tuberculosis; Tuberculosis; Sputum; Case finding; Gynecology; Active tuberculosis; Mycobacterium tuberculosis; Pathology","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":[0.0009404917,0.0002159616,0.0002264998,0.0005600546,0.001881158,0.001255737,0.0009613466,0.0008026593,0.003013406],"category_scores_gemma":[0.003694142,0.0003685939,0.0003070298,0.001048505,0.001098336,0.001018621,0.002117237,0.001243392,0.0005025783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001141936,"about_ca_system_score_gemma":0.0016905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02971467,"about_ca_topic_score_gemma":0.04086748,"domain_scores_codex":[0.9985402,0.0005629838,0.00009041797,0.0001209035,0.0002831352,0.0004023522],"domain_scores_gemma":[0.9975171,0.0006440717,0.000555886,0.0001524774,0.0002712494,0.0008592276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001455084,0.0005128534,0.8316844,0.0003601364,0.00007386859,0.01741079,0.04442554,0.0002186516,0.001566483,0.0009951522,0.01324199,0.08936457],"study_design_scores_gemma":[0.00002317723,0.0006605003,0.7989023,0.000618584,0.0001076048,0.02937452,0.1314261,0.0004907607,0.0007493409,0.0006736126,0.03687355,0.00009994995],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852101,0.001853375,0.0002907991,0.005420723,0.00006571104,0.00005759698,0.000263853,0.00007465056,0.00676314],"genre_scores_gemma":[0.9934824,0.00248871,0.0003199052,0.002288499,0.00005924251,0.00002188151,0.0001675412,0.00001159439,0.001160181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02971467,"threshold_uncertainty_score":0.0590834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1365945954230326,"score_gpt":0.4168323098261675,"score_spread":0.2802377144031349,"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."}}