{"id":"W4220822915","doi":"10.1080/24745332.2022.2037909","title":"Chapter 11: Tuberculosis contact investigation and outbreak management","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Respiratory Critical Care and Sleep Medicine","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nunavik Regional Board of Health and Social Services; Public Health Ontario; University of Toronto; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Toronto Public Health","funders":"Public Health Agency of Canada; Canadian Thoracic Society","keywords":"Outbreak; Tuberculosis; Medicine; Virology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0008747525,0.0001344546,0.0004269794,0.0005214115,0.000289419,0.00001318866,0.0000830224,0.0000597367,0.0005462029],"category_scores_gemma":[0.0008694928,0.0001068295,0.00006142021,0.0001312494,0.0004823911,0.00008229064,0.0000394363,0.0004662058,0.000001538184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001793478,"about_ca_system_score_gemma":0.0001927502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00122929,"about_ca_topic_score_gemma":0.001596281,"domain_scores_codex":[0.9984763,0.0001991377,0.0004343331,0.0001966383,0.0003372388,0.0003564035],"domain_scores_gemma":[0.9974714,0.0002204149,0.00005659537,0.0001447555,0.0002730507,0.001833814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005326479,0.00004314001,0.7028896,0.001401,0.0005873041,0.01162023,0.005360562,0.00000811504,0.002717409,0.07653327,0.02872455,0.1695822],"study_design_scores_gemma":[0.005246853,0.01132743,0.3552837,0.0004692713,0.001058224,0.003185651,0.01884929,0.00007635718,0.0001641818,0.001599299,0.6023697,0.0003700586],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9106129,0.03883455,0.00003946844,0.04570661,0.0003361117,0.0002357275,0.00002616716,0.000006567951,0.004201859],"genre_scores_gemma":[0.9796222,0.0001827269,0.0000942046,0.01975737,0.000291855,0.000009647618,0.000007076031,0.00001434283,0.00002051684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5736451,"threshold_uncertainty_score":0.5980539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03946164202154012,"score_gpt":0.3160588877868284,"score_spread":0.2765972457652883,"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."}}