{"id":"W3006788558","doi":"10.1016/j.jctube.2020.100155","title":"Tuberculosis deaths are predictable and preventable: Comprehensive assessment and clinical care is the key","year":2020,"lang":"en","type":"article","venue":"Journal of Clinical Tuberculosis and Other Mycobacterial Diseases","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Tuberculosis; Malnutrition; Referral; Intensive care medicine; Disease; Audit; Body mass index; Pediatrics; Emergency medicine; Family medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00110153,0.0003650885,0.001874758,0.00006913581,0.0002165813,0.0001504292,0.0002035585,0.0003189554,0.0002989809],"category_scores_gemma":[0.002718972,0.0002169843,0.0006389176,0.0001564943,0.0006780662,0.0002324563,0.0003036115,0.0009005676,0.000005724683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003658986,"about_ca_system_score_gemma":0.0002875718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000790438,"about_ca_topic_score_gemma":0.00001225562,"domain_scores_codex":[0.9949346,0.001363926,0.002103028,0.0005980133,0.0005398213,0.0004605721],"domain_scores_gemma":[0.9936469,0.003118327,0.000766371,0.0003275813,0.000442524,0.001698276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00220083,0.0003623607,0.9660205,0.0003283962,0.001413634,0.00005921712,0.0002484198,8.577654e-7,0.0001362241,0.0000555273,0.01589847,0.01327556],"study_design_scores_gemma":[0.004444806,0.002612712,0.9229765,0.0003573822,0.001728078,0.0001272806,0.0009267296,0.0002154495,0.00001444867,0.0000960047,0.06629482,0.000205819],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9619569,0.01094579,0.00001234426,0.02547279,0.0004499786,0.0005652531,0.0003710502,0.00002128549,0.0002045894],"genre_scores_gemma":[0.942435,0.02719928,0.0005396883,0.02655122,0.003178182,0.00001344013,0.00001343668,0.00004854057,0.00002116754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05039635,"threshold_uncertainty_score":0.8848362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08483548650646144,"score_gpt":0.4249535897162097,"score_spread":0.3401181032097483,"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."}}