{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001514311,0.000109511,0.0003842574,0.0006687825,0.00005473413,0.000007204756,0.00006238795,0.0001609781,0.00009697258],"category_scores_gemma":[0.002079566,0.00007982032,0.00004940278,0.0007775101,0.00008233502,0.0004787087,0.00003322984,0.0002960782,0.00001392498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009980052,"about_ca_system_score_gemma":0.0004480944,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009431155,"about_ca_topic_score_gemma":0.001435227,"domain_scores_codex":[0.9977947,0.0004435759,0.0005381116,0.0003089223,0.0002248632,0.0006897528],"domain_scores_gemma":[0.9987744,0.0003798026,0.0001501154,0.0002292201,0.00006965199,0.0003968026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000249765,0.0002956651,0.5756763,0.0001564027,0.0000158054,0.0001449261,0.004054619,0.000001237706,0.005721361,0.0001039899,0.0004383494,0.4131416],"study_design_scores_gemma":[0.001401951,0.0003829581,0.9915186,0.0001539799,0.0000017502,0.000429184,0.001597765,0.00009953069,0.001282497,0.00003032691,0.00302146,0.00008005775],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762308,0.0001065833,0.0001779844,0.0226383,0.0001181961,0.0004216596,0.00001211546,0.00002655047,0.0002678303],"genre_scores_gemma":[0.9977509,0.0009325061,0.0001488969,0.00092116,0.00007153034,0.0001179364,0.00000885519,0.00001369466,0.00003445635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4158422,"threshold_uncertainty_score":0.9971651,"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."}}