{"id":"W3089213251","doi":"10.1016/j.ebiom.2020.102977","title":"Biosignatures: The answer to Tuberculosis diagnosis in children?","year":2020,"lang":"en","type":"article","venue":"EBioMedicine","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tuberculosis; Mycobacterium tuberculosis; Medicine; Sputum; GeneXpert MTB/RIF; Pandemic; Virology; Infectious disease (medical specialty); Immunology; Disease; Coronavirus disease 2019 (COVID-19); Internal medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005772026,0.001038298,0.002897187,0.001885135,0.001841198,0.004983102,0.00233374,0.01001246,0.03516898],"category_scores_gemma":[0.05236827,0.0006655688,0.001347971,0.001616254,0.006181166,0.01476825,0.003836702,0.02309678,0.01422362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004086569,"about_ca_system_score_gemma":0.005598379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01217514,"about_ca_topic_score_gemma":0.0145333,"domain_scores_codex":[0.9956826,0.00185438,0.00043807,0.0005615992,0.001084309,0.0003790813],"domain_scores_gemma":[0.9770913,0.01212861,0.001726011,0.0007353221,0.005358425,0.002960293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001415792,0.00005518695,0.003543777,0.001809021,0.00009119699,0.0004614581,0.0004647923,0.00007189523,0.0001334363,0.01570468,0.7638189,0.2137041],"study_design_scores_gemma":[0.00006994329,0.0001131339,0.003185258,0.0146974,0.0001706809,0.002139549,0.002698904,0.0001581563,0.0001861575,0.05075933,0.9257255,0.00009591345],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0003588102,0.2243749,0.0007055949,0.7538681,0.01605469,0.000009657371,0.0003654671,0.00008548922,0.004177319],"genre_scores_gemma":[0.02086531,0.5127428,0.004216029,0.3639157,0.08794521,0.00005881562,0.0006368525,0.000231608,0.009387624],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03516898,"threshold_uncertainty_score":0.1176519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02305949735880552,"score_gpt":0.3176812912932433,"score_spread":0.2946217939344378,"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."}}