{"id":"W2949560690","doi":"10.1098/rsos.180999","title":"Multiple exposures, reinfection and risk of progression to active tuberculosis","year":2019,"lang":"en","type":"article","venue":"Royal Society Open Science","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"U.S. National Library of Medicine; National Institute of General Medical Sciences; National Institute of Allergy and Infectious Diseases; Canadian Institutes of Health Research","keywords":"Tuberculosis; Active tuberculosis; Medicine; Mycobacterium tuberculosis; Biology; Virology; Immunology; Environmental health; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001989617,0.00009180957,0.0002815534,0.00004407377,0.0002104827,0.00004056441,0.0003113784,0.00007440789,0.00009234808],"category_scores_gemma":[0.001421758,0.00006593984,0.00008026676,0.0004639774,0.000324866,0.0002158902,0.0006439317,0.0002029802,0.00004359783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001080904,"about_ca_system_score_gemma":0.000164254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002588073,"about_ca_topic_score_gemma":0.00005289274,"domain_scores_codex":[0.9985104,0.00009080171,0.0001827822,0.0004620905,0.0004056292,0.0003483521],"domain_scores_gemma":[0.9988827,0.0002217493,0.00008263148,0.0003090215,0.0002034558,0.0003005106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001961527,0.00008256418,0.9122318,0.0000357513,0.00004277892,4.116579e-7,0.0007173506,0.00009156273,0.05182425,0.00003485467,0.001935673,0.03280688],"study_design_scores_gemma":[0.0008009066,0.0009414313,0.9608658,0.00008516554,0.00002270029,0.000005437406,0.0004386738,0.009374781,0.02555276,0.0000278068,0.001796526,0.00008802638],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995025,0.00007893589,0.000183091,0.001054624,0.00007043799,0.001069571,0.000009345274,0.00001458074,0.002494379],"genre_scores_gemma":[0.9915979,0.0002225131,0.007483142,0.0003150534,0.00002862864,0.00003841879,0.000003421249,0.000006529502,0.0003043916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04863401,"threshold_uncertainty_score":0.3912409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01958522825794931,"score_gpt":0.355445686816368,"score_spread":0.3358604585584187,"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."}}