{"id":"W3092267183","doi":"10.1038/s41598-020-73942-z","title":"Blood RNA signatures predict recent tuberculosis exposure in mice, macaques and humans","year":2020,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"National Institutes of Health; National Institute of Allergy and Infectious Diseases; Texas Biomedical Forum; Ohio State University","keywords":"Tuberculosis; Disease; Mycobacterium tuberculosis; Biomarker; Medicine; Immunology; Gene; Transmission (telecommunications); Infectious disease (medical specialty); RNA; Biology; Virology; Internal medicine; Pathology; Genetics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003644624,0.0001993114,0.0002293794,0.0006014497,0.0002081836,0.0004141913,0.00009652461,0.0003523788,0.0006342029],"category_scores_gemma":[0.0006892837,0.0001475244,0.0001439268,0.0001554135,0.0002920726,0.0001839027,0.0002654987,0.0003155912,0.0001593278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001108474,"about_ca_system_score_gemma":0.0000774693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001286613,"about_ca_topic_score_gemma":0.001637791,"domain_scores_codex":[0.999868,0.00002854816,0.000006303799,0.00005096029,0.00001967726,0.00002643647],"domain_scores_gemma":[0.9996995,0.00005203513,0.0001193111,0.00003804402,0.0000351851,0.00005605452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001536633,0.000154971,0.6242042,0.00006169613,0.0001151218,0.0003367163,0.0006907784,0.0002091377,0.3595605,0.0002034753,0.0004497652,0.01247695],"study_design_scores_gemma":[0.00001051671,0.0005059851,0.9884729,0.00001921868,0.00004237653,0.0007051012,0.0002788111,0.0009977767,0.007662585,0.0001628557,0.001129796,0.00001209702],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985564,0.0003503205,0.0005602619,0.00005177997,0.000007827117,0.000007797784,0.000184459,0.00001225791,0.0002688625],"genre_scores_gemma":[0.9986268,0.0001631041,0.0005054297,0.00009379753,0.000009616084,0.0000174589,0.0002153369,0.000007674877,0.0003606615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001286613,"threshold_uncertainty_score":0.002558291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02561082291351099,"score_gpt":0.297200456689138,"score_spread":0.271589633775627,"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."}}