{"id":"W3021629922","doi":"10.1038/s41598-020-64413-6","title":"Performance of metabonomic serum analysis for diagnostics in paediatric tuberculosis","year":2020,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European and Developing Countries Clinical Trials Partnership; Medical Research Council; Department for International Development; European Commission; Imperial College London; Institute for Translational Medicine and Therapeutics; National Institute for Health and Care Research; European Society for Paediatric Infectious Diseases; McGill University","keywords":"Medicine; Tuberculosis; Cohort; Receiver operating characteristic; Confidence interval; Internal medicine; Multivariate analysis; Mycobacterium tuberculosis; Cohort study; Area under the curve; Gastroenterology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004282275,0.0007072334,0.0004441864,0.001314259,0.0002342285,0.001011387,0.0002642303,0.0005846842,0.0002706239],"category_scores_gemma":[0.006974808,0.0003117069,0.0002623548,0.0007434209,0.0004535005,0.0003176326,0.0004358842,0.0003825783,0.0002091563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003257931,"about_ca_system_score_gemma":0.0005166937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001808556,"about_ca_topic_score_gemma":0.002132634,"domain_scores_codex":[0.9968145,0.002104972,0.0001735182,0.0002917488,0.0005282313,0.00008703046],"domain_scores_gemma":[0.9976658,0.001026062,0.0006719433,0.0001230576,0.0003948198,0.000118348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007675595,0.00009874099,0.9586127,0.00008194656,0.00008346874,0.0001678805,0.000130821,0.001404732,0.01742087,0.000059227,0.0001323916,0.02103962],"study_design_scores_gemma":[0.00005755678,0.002995448,0.9206728,0.0001121644,0.0001446268,0.001825213,0.0003318397,0.03192119,0.04065256,0.0002088447,0.001040404,0.00003729586],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922807,0.001764564,0.004862335,0.0001077367,0.00002596876,0.00004513685,0.000208649,0.00005349716,0.0006513964],"genre_scores_gemma":[0.994992,0.0002675264,0.004516391,0.00003659755,0.000007391073,0.0000154676,0.00008458829,0.000002929018,0.00007716806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004282275,"threshold_uncertainty_score":0.02264714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03364699850698288,"score_gpt":0.3043319188662863,"score_spread":0.2706849203593034,"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."}}