{"id":"W3035855136","doi":"10.1093/cid/ciaa780","title":"How Well Does TSTin3D Predict Risk of Active Tuberculosis in the Canadian Immigrant Population? An External Validation Study","year":2020,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Centre for Disease Control; McGill University; George & Fay Yee Centre for Healthcare Innovation; University of British Columbia","funders":"Canadian Institutes of Health Research; Michael Smith Health Research BC; British Columbia Lung Association","keywords":"Medicine; Tuberculin; Tuberculosis; Interferon gamma release assay; Latent tuberculosis; Active tuberculosis; Concordance; Demography; Population; Internal medicine; Environmental health; Mycobacterium tuberculosis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009905837,0.001140544,0.0006637343,0.001339885,0.003187472,0.001560166,0.002601546,0.001022921,0.001672621],"category_scores_gemma":[0.02059975,0.0004017011,0.001489508,0.002111175,0.001762546,0.000530483,0.001229956,0.001098728,0.0006920142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01304108,"about_ca_system_score_gemma":0.01602511,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9060304,"about_ca_topic_score_gemma":0.8915049,"domain_scores_codex":[0.9962767,0.0007622013,0.0002696301,0.0007800692,0.001392179,0.0005192693],"domain_scores_gemma":[0.9841031,0.001856361,0.001561115,0.001754625,0.00961962,0.00110518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003237912,0.00008997018,0.9929498,0.00003995853,0.0001723191,0.00006614584,0.0008372327,0.0002180906,0.0001190271,0.0001026539,0.001305749,0.003775183],"study_design_scores_gemma":[0.00005087178,0.0001165941,0.994535,0.00005403279,0.0001338948,0.00009241748,0.0007283709,0.001506729,0.0001693199,0.00005802431,0.002523421,0.00003135889],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932815,0.0003079172,0.0005523091,0.0002270527,0.0000345978,0.0002027668,0.003109945,0.00002924386,0.00225475],"genre_scores_gemma":[0.9938536,0.0001841888,0.0008194851,0.0001883471,0.00002029505,0.0001357366,0.004033982,0.00002412884,0.0007402456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09396964,"threshold_uncertainty_score":0.189046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04697658328163048,"score_gpt":0.3817537729898461,"score_spread":0.3347771897082156,"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."}}