{"id":"W2131296244","doi":"10.1093/aje/kwt210","title":"Modeling the Impact of Alternative Strategies for Rapid Molecular Diagnosis of Tuberculosis in Southeast Asia","year":2013,"lang":"en","type":"article","venue":"American Journal of Epidemiology","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Johns Hopkins Bloomberg School of Public Health; National Institutes of Health; Canadian Institutes of Health Research; McGill University Health Centre; International Union Against Tuberculosis and Lung Disease; Faculty of Medicine, McGill University; McGill University; National Institute of Allergy and Infectious Diseases; Johns Hopkins University; Bill and Melinda Gates Foundation","keywords":"Medicine; Incidence (geometry); Tuberculosis; Point-of-care testing; Transmission (telecommunications); Health care; Southeast asia; Diagnostic test; Public health; Environmental health; Point of care; Intensive care medicine; Pediatrics; Pathology; Economic growth","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003477788,0.001081709,0.0009092149,0.0008854939,0.0005280207,0.001889432,0.002476405,0.002047724,0.002736712],"category_scores_gemma":[0.00808765,0.0008311571,0.001523588,0.0006626286,0.001256711,0.001615976,0.001413306,0.00137075,0.000247704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004560545,"about_ca_system_score_gemma":0.002599312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08825991,"about_ca_topic_score_gemma":0.03713327,"domain_scores_codex":[0.9983164,0.001040632,0.00005431055,0.0001874101,0.00008711663,0.0003142212],"domain_scores_gemma":[0.9947733,0.003426414,0.0008419298,0.0001646013,0.0004652803,0.0003283648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008806798,0.00004539897,0.005110257,0.00001488319,0.0000384218,0.00007968162,0.00004098695,0.990671,0.0001308257,0.00274408,0.0001562872,0.0008800224],"study_design_scores_gemma":[0.00005336968,0.0001170301,0.001349297,0.00001117449,0.00004120649,0.0000223279,0.00009486061,0.995742,0.00009085504,0.002262527,0.0002009205,0.00001435093],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9594331,0.0004321554,0.02583439,0.00199364,0.00004216236,0.0001367703,0.001266622,0.0001118865,0.01074915],"genre_scores_gemma":[0.9939228,0.0002060086,0.003401371,0.000126055,0.000008148302,0.0000703021,0.0002455955,0.00001199521,0.002007684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08825991,"threshold_uncertainty_score":0.1754923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05123078079077924,"score_gpt":0.3908338908761457,"score_spread":0.3396031100853665,"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."}}