{"id":"W4412727817","doi":"10.1097/pec.0000000000003457","title":"Emergency Department Markers of Severe Pediatric Pneumonia","year":2025,"lang":"en","type":"article","venue":"Pediatric Emergency Care","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Pneumonia; Emergency department; Pneumonia severity index; Receiver operating characteristic; Internal medicine; Sepsis; Retrospective cohort study; Bacterial pneumonia; Triage; Pediatrics; Intensive care; Emergency medicine; Intensive care medicine; Community-acquired pneumonia","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":[0.0009796503,0.0004330844,0.0003537635,0.0008272763,0.0002175085,0.0006294792,0.0003139979,0.0002958259,0.001977939],"category_scores_gemma":[0.007142583,0.0001743459,0.0003554108,0.001012266,0.0002059874,0.0003429005,0.0004280554,0.0007858812,0.0002302532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003814059,"about_ca_system_score_gemma":0.0007058669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002740677,"about_ca_topic_score_gemma":0.002661454,"domain_scores_codex":[0.9987881,0.0003737393,0.0001625695,0.0001465732,0.0003758215,0.000153345],"domain_scores_gemma":[0.991065,0.001431617,0.005787231,0.0001525015,0.0009745276,0.0005890972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003706748,0.00001412062,0.9980076,0.00001753143,0.0000203893,0.00006698688,0.00001721647,0.00006646616,0.00004810485,0.00001202581,0.000149894,0.001542627],"study_design_scores_gemma":[0.000004726409,0.0000963503,0.9981426,0.00003668048,0.00001965851,0.0008557977,0.00005020373,0.000353083,0.0001198235,0.00002114072,0.0002964079,0.000003516528],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931224,0.002617101,0.0004177147,0.0002832822,0.00003101057,0.00003341468,0.001226132,0.00002865617,0.002240276],"genre_scores_gemma":[0.9985018,0.0003556838,0.0004231487,0.00003448873,0.0000296349,0.00001475737,0.0005156226,0.000002175446,0.0001226707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002740677,"threshold_uncertainty_score":0.00661689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008793591057195767,"score_gpt":0.2794070863919708,"score_spread":0.270613495334775,"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."}}