{"id":"W4400930977","doi":"10.1038/s41598-024-66946-6","title":"Sex-specific blood-derived RNA biomarkers for childhood tuberculosis","year":2024,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia; Burroughs Wellcome Fund","keywords":"Biomarker; Sputum; Tuberculosis; Disease; Medicine; Transcriptome; Gene; Biology; Bioinformatics; Immunology; Pathology; Gene expression; Genetics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005545391,0.0003035025,0.0003086069,0.0008916516,0.0002403578,0.0005310979,0.0002273083,0.0003475555,0.001600318],"category_scores_gemma":[0.001273698,0.0001324478,0.0002854257,0.0006807944,0.0002110562,0.0002373687,0.0003657127,0.0005235533,0.0003555101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002632554,"about_ca_system_score_gemma":0.0002837613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001111764,"about_ca_topic_score_gemma":0.003277209,"domain_scores_codex":[0.9997335,0.00006848137,0.00002044153,0.00006603663,0.00006217141,0.00004923861],"domain_scores_gemma":[0.999431,0.0001571295,0.0002231984,0.00005358431,0.00008609093,0.00004900722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005343263,0.0000730179,0.8140099,0.0003511033,0.0001682155,0.0004930786,0.0002532091,0.0006139955,0.111006,0.0003521747,0.002273087,0.06987193],"study_design_scores_gemma":[0.00002633342,0.0003621691,0.9282979,0.0002141863,0.0002010713,0.002428203,0.000544885,0.002918446,0.04739071,0.0009795764,0.01660674,0.0000296669],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713991,0.01285832,0.006553405,0.0009973645,0.0001061932,0.00007312065,0.005478625,0.0001493537,0.002384594],"genre_scores_gemma":[0.9846914,0.002153435,0.008989733,0.0004229442,0.00006285133,0.00007985581,0.002588193,0.00002209954,0.0009894181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001600318,"threshold_uncertainty_score":0.00535363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02568131963003344,"score_gpt":0.3090487335475782,"score_spread":0.2833674139175447,"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."}}