{"id":"W4406687124","doi":"10.1007/s15010-024-02470-z","title":"High risk of drug-resistant tuberculosis in IGRA-negative contacts: should preventive treatment be considered?","year":2025,"lang":"en","type":"article","venue":"Infection","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill Genome Centre; McGill University; McGill University Health Centre","funders":"National Institute of Allergy and Infectious Diseases","keywords":"Tuberculosis; Medicine; Mycobacterium tuberculosis; Sputum; Asymptomatic; GeneXpert MTB/RIF; Internal medicine; Immunology; Tuberculosis diagnosis; Pyrazinamide; QuantiFERON; Latent tuberculosis; Pathology","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":[0.0005179054,0.0003286911,0.0005094318,0.0002670942,0.0005269083,0.0005026837,0.0003588594,0.001439999,0.002115317],"category_scores_gemma":[0.003366326,0.0001420004,0.0002186021,0.0002640316,0.0005485778,0.0005379918,0.0002168453,0.0008360665,0.0004013478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003160962,"about_ca_system_score_gemma":0.0003675859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001617979,"about_ca_topic_score_gemma":0.001301832,"domain_scores_codex":[0.999697,0.0001178531,0.00002918423,0.00004927571,0.00005029083,0.00005640261],"domain_scores_gemma":[0.9991388,0.0002823412,0.0002327593,0.00003390756,0.00008606002,0.000225991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003241067,0.000115537,0.9523706,0.00009112429,0.000047071,0.01946981,0.0005467163,0.0001179558,0.00194973,0.0001612942,0.001686383,0.02311956],"study_design_scores_gemma":[0.00007438102,0.0007207047,0.9286137,0.0004531832,0.0001719809,0.06040708,0.00303918,0.001041724,0.001100888,0.001472762,0.002873426,0.00003103218],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904352,0.002301249,0.0003073035,0.004599141,0.00005446346,0.00001318778,0.00004731213,0.00001781844,0.002224434],"genre_scores_gemma":[0.9984052,0.0004881634,0.0002530658,0.0005141927,0.0001639715,0.000005765782,0.00002798562,0.000003954296,0.0001378355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002115317,"threshold_uncertainty_score":0.007076442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02975087429939805,"score_gpt":0.3475162554208793,"score_spread":0.3177653811214813,"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."}}