{"id":"W4401616801","doi":"10.1183/13993003.01365-2024","title":"The end of the road for blood RNA biomarkers as triage tests for symptomatic pulmonary tuberculosis among spontaneous sputum producers?","year":2024,"lang":"en","type":"letter","venue":"European Respiratory Journal","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"National Institute for Health and Care Research; Wellcome Trust","keywords":"Medicine; Sputum; Tuberculosis; Triage; Pulmonary tuberculosis; Intensive care medicine; Medical emergency; 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":[0.003268748,0.000630409,0.001065299,0.000789348,0.001326918,0.002149453,0.001564868,0.02408829,0.007838489],"category_scores_gemma":[0.02281218,0.000457864,0.0009374731,0.0004457229,0.002145699,0.004568835,0.0006966242,0.02066887,0.008811521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002883688,"about_ca_system_score_gemma":0.001619805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002368706,"about_ca_topic_score_gemma":0.003427563,"domain_scores_codex":[0.9971883,0.001201207,0.0003364123,0.000299247,0.0007325661,0.0002421884],"domain_scores_gemma":[0.98989,0.006283419,0.0003858949,0.0003307988,0.001907963,0.001201843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002224255,0.000130879,0.002485604,0.0001581162,0.00002077085,0.006459125,0.0001551861,0.0001405408,0.0006829252,0.004667572,0.9321476,0.05272917],"study_design_scores_gemma":[0.0003003007,0.0003350505,0.003604493,0.00141216,0.00006005263,0.01766217,0.0005854512,0.001580263,0.0007639285,0.02471976,0.9488799,0.00009644384],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006827455,0.002931319,0.0003595803,0.9787947,0.01496385,0.00001752397,0.00004780155,0.00003511034,0.002167306],"genre_scores_gemma":[0.009937055,0.004773274,0.001439866,0.8667246,0.1109697,0.00006082196,0.00006996994,0.000044068,0.005980527],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02408829,"threshold_uncertainty_score":0.02622235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03225838476187322,"score_gpt":0.3062585315512447,"score_spread":0.2740001467893715,"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."}}