{"id":"W4393952630","doi":"10.1016/s2214-109x(24)00052-4","title":"Point-of-care C-reactive protein and Xpert MTB/RIF Ultra for tuberculosis screening and diagnosis in unselected antiretroviral therapy initiators: a prospective, cross-sectional, diagnostic accuracy study","year":2024,"lang":"en","type":"article","venue":"The Lancet Global Health","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Faculté de médecine et des sciences de la santé, Université de Sherbrooke; European and Developing Countries Clinical Trials Partnership; Fogarty International Center; Faculty of Medicine and Health, University of Sydney; Division of Research Capacity Development; National Institutes of Health; Universiteit Stellenbosch; National Institute of Allergy and Infectious Diseases; Medical Research Council; South African Medical Research Council; European Commission; National Institute of Biomedical Imaging and Bioengineering; Wellcome Trust","keywords":"Medicine; Antiretroviral therapy; Cross-sectional study; Tuberculosis; Human immunodeficiency virus (HIV); Point-of-care testing; Virology; Viral load; Immunology; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001279564,0.0002449112,0.0007871058,0.0001275155,0.0002094247,0.00007635355,0.0001282562,0.0001128644,0.000009623966],"category_scores_gemma":[0.00328387,0.0001632041,0.00008905917,0.0006271399,0.0002418233,0.0002426783,0.00004964779,0.0004573283,0.000001650689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003459837,"about_ca_system_score_gemma":0.0003360806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004574333,"about_ca_topic_score_gemma":0.0007246382,"domain_scores_codex":[0.9974555,0.0004888789,0.0005167539,0.0005770383,0.0002817881,0.0006800337],"domain_scores_gemma":[0.9964939,0.002755765,0.000111387,0.0002580045,0.0001862906,0.0001946865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002152296,0.0002954567,0.9782813,0.0005515201,0.0002503036,0.00001916365,0.001583242,0.000002613593,0.00009606293,0.0006841364,0.0003803203,0.01570362],"study_design_scores_gemma":[0.003478023,0.00601006,0.9871343,0.0005393507,0.0000235188,0.00005518365,0.0009881258,0.0002046166,0.0002120307,0.0009906209,0.0002292612,0.00013488],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9717792,0.01614206,0.00007064054,0.006286699,0.00006809458,0.005125614,0.000365915,0.00008819465,0.00007355437],"genre_scores_gemma":[0.9933236,0.003544976,0.0002840347,0.001075874,0.0003083383,0.001371884,0.00006179746,0.00002555858,0.000003993322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02154432,"threshold_uncertainty_score":0.6915054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05454388083056513,"score_gpt":0.432589026266872,"score_spread":0.3780451454363069,"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."}}