{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005621226,0.0002102479,0.0005233046,0.0002571417,0.00006728873,0.000009573601,0.0002712581,0.0001421831,0.0006943332],"category_scores_gemma":[0.002188144,0.0001191629,0.0001127989,0.001431349,0.000183693,0.00004219459,0.0001246415,0.0005985358,0.0004011102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006983723,"about_ca_system_score_gemma":0.0000604236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004878959,"about_ca_topic_score_gemma":0.00004487582,"domain_scores_codex":[0.9979617,0.0001588033,0.0004036164,0.0004674497,0.0004114814,0.0005969628],"domain_scores_gemma":[0.9984615,0.0003415146,0.00003651869,0.0003918018,0.00006385869,0.0007047669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002406666,0.0001310909,0.7105733,0.00003027164,0.0001381951,0.00006007297,0.000941497,0.000009144581,0.003366575,0.00005826767,0.2754261,0.009024857],"study_design_scores_gemma":[0.001939868,0.001330854,0.9302704,0.0001236816,0.00005804285,0.00006701663,0.0002702312,0.0001535589,0.001282415,0.00005250279,0.06428953,0.0001618992],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5530489,0.001810867,0.00005410359,0.4432781,0.00009103904,0.000819052,0.00001676033,0.00005844793,0.000822675],"genre_scores_gemma":[0.8882685,0.0006514939,0.0003113445,0.1094753,0.0009792666,0.0001617483,0.00005628027,0.00002577589,0.00007035073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3352195,"threshold_uncertainty_score":0.7602462,"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."}}