{"id":"W3045373257","doi":"10.1172/jci140461","title":"Diagnostic accuracy of 3 urine lipoarabinomannan tuberculosis assays in HIV-negative outpatients","year":2020,"lang":"en","type":"article","venue":"Journal of Clinical Investigation","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":91,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Institutes of Health; Global Health Innovative Technology Fund; Department of Foreign Affairs and Trade, Australian Government; National Institute of Allergy and Infectious Diseases; Bill and Melinda Gates Foundation; McMaster University; Department for International Development; Ministerie van Buitenlandse Zaken; Bundesministerium für Bildung und Forschung","keywords":"Lipoarabinomannan; Medicine; Point-of-care testing; Tuberculosis; Tuberculosis diagnosis; Human immunodeficiency virus (HIV); Urine; Mycobacterium tuberculosis; Internal medicine; Immunology; Virology; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002993229,0.000530683,0.00041099,0.001265518,0.0003209041,0.0009380191,0.0005832451,0.0006663637,0.0006406637],"category_scores_gemma":[0.01097089,0.0004234508,0.0004291097,0.0004042019,0.0004395351,0.0003104802,0.0005609497,0.0003368088,0.0001726832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005173585,"about_ca_system_score_gemma":0.0002142564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0019951,"about_ca_topic_score_gemma":0.002624768,"domain_scores_codex":[0.9970576,0.001317954,0.000317613,0.0004783648,0.0006100568,0.0002183977],"domain_scores_gemma":[0.9960853,0.001607925,0.001276242,0.0002139392,0.0005830231,0.0002336301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004339104,0.00006666491,0.9922232,0.00003082734,0.00007159006,0.0001446817,0.0002245107,0.0001093758,0.001905726,0.00001717578,0.00005498825,0.004717374],"study_design_scores_gemma":[0.00006144999,0.001082776,0.9873961,0.00005608564,0.0001614774,0.002154206,0.0004482241,0.003519885,0.004675544,0.00003936762,0.0003859232,0.00001887503],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988813,0.0005916727,0.000171468,0.00002766245,0.000006714851,0.00001124777,0.00005996319,0.00001079712,0.000239277],"genre_scores_gemma":[0.9993812,0.00008124483,0.000383927,0.00002600374,0.000005293879,0.000007074824,0.00007178308,0.000001270693,0.0000423355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002993229,"threshold_uncertainty_score":0.01582986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1322616264559611,"score_gpt":0.4198712071777803,"score_spread":0.2876095807218192,"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."}}