{"id":"W4406939506","doi":"10.1016/s2214-109x(24)00450-9","title":"Prevalence, aetiology, and hospital outcomes of paediatric acute critical illness in resource-constrained settings (Global PARITY): a multicentre, international, point prevalence and prospective cohort study","year":2025,"lang":"en","type":"article","venue":"The Lancet Global Health","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Children's Hospital","funders":"Fogarty International Center; National Heart, Lung, and Blood Institute; National Institute of Allergy and Infectious Diseases; Medical Research Council; University of Maryland, Baltimore; Grand Challenges Canada; Conquer Cancer Foundation; National Research Foundation Singapore; National Cancer Institute; National Medical Research Council; National Research Foundation; St. Jude Medical; Ji Hua Laboratory; University of Maryland, Baltimore County; National Institute of General Medical Sciences; Thrasher Research Fund; National Institutes of Health; Impact Fund","keywords":"Medicine; Etiology; Prospective cohort study; Cohort study; Parity (physics); Prevalence; Pediatrics; Intensive care medicine; Environmental health; Population; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.002332468,0.0005883188,0.0004473914,0.001446088,0.0006385657,0.001023324,0.0009276695,0.0006663993,0.0008983625],"category_scores_gemma":[0.003763518,0.0006875041,0.0007229105,0.002266653,0.0007897015,0.001264795,0.001712728,0.0009593318,0.0002363608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007391573,"about_ca_system_score_gemma":0.0006082287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01696111,"about_ca_topic_score_gemma":0.01786689,"domain_scores_codex":[0.9986565,0.0005349295,0.0001267728,0.0002939811,0.0001834016,0.0002043143],"domain_scores_gemma":[0.9973344,0.0003142023,0.001377094,0.0002829751,0.0002862176,0.0004051924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000269414,0.00002106478,0.9994111,0.000008279439,0.00002451657,0.00004059565,0.0001785483,0.00001611195,0.00003732258,0.000007538235,0.00004881463,0.0001791745],"study_design_scores_gemma":[0.000006883963,0.00008767424,0.999029,0.0000108831,0.00001349942,0.0001693148,0.0005345459,0.00007418115,0.000013239,0.00000777866,0.00004947523,0.000003678769],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988437,0.00007670218,0.00008310006,0.00002555597,0.000002963022,0.00004412169,0.0008010139,0.000001829316,0.0001209715],"genre_scores_gemma":[0.9986446,0.0001120719,0.0002459078,0.000035826,0.000006206578,0.00007293346,0.0008331348,0.00000235599,0.00004690356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01696111,"threshold_uncertainty_score":0.03372473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01734271751559055,"score_gpt":0.3815239532989891,"score_spread":0.3641812357833986,"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."}}