{"id":"W4385209488","doi":"10.1038/s41598-023-38731-4","title":"Defining the role of host biomarkers in the diagnosis and prognosis of the severity of childhood pneumonia: a prospective cohort study","year":2023,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"National Institute for Health and Care Research; Wellcome Trust","keywords":"Medicine; Biomarker; Pneumonia; Triage; Internal medicine; Cohort; Prospective cohort study; Intensive care medicine; Pediatrics; Emergency medicine","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":[0.003656734,0.0006333874,0.0006771093,0.0007726269,0.0005733777,0.001191479,0.0006079844,0.0007623211,0.0009603099],"category_scores_gemma":[0.005278454,0.0006370862,0.00106979,0.0009388944,0.0004538915,0.0009915645,0.0008921955,0.001226265,0.0002244829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000432284,"about_ca_system_score_gemma":0.0006465893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006389177,"about_ca_topic_score_gemma":0.006484056,"domain_scores_codex":[0.9980717,0.0007003694,0.0001576335,0.0004925299,0.0002870511,0.0002906337],"domain_scores_gemma":[0.996047,0.001078416,0.001163399,0.000858242,0.0003501597,0.000502805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002014768,0.00002813435,0.9989278,0.000004848329,0.0001020843,0.00003190062,0.00004013428,0.00002974854,0.00009378706,0.00001052872,0.00002669667,0.0005029083],"study_design_scores_gemma":[0.00001862278,0.0003464328,0.9986799,0.000008639387,0.00009825602,0.0001896819,0.0001226991,0.0003501475,0.00005458434,0.00002120098,0.0001025231,0.000007258267],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992023,0.0002183082,0.0001697097,0.00001677509,0.000005474551,0.00001721353,0.0002683095,0.000002433976,0.00009941312],"genre_scores_gemma":[0.9991778,0.0001395969,0.0002551893,0.00001905124,0.0000100273,0.00002220381,0.000290018,0.000003443031,0.00008272539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006389177,"threshold_uncertainty_score":0.01933885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01930012443051891,"score_gpt":0.2876500883800427,"score_spread":0.2683499639495238,"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."}}