{"id":"W4210786231","doi":"10.3389/fped.2021.793326","title":"Global PARITY: Study Design for a Multi-Centered, International Point Prevalence Study to Estimate the Burden of Pediatric Acute Critical Illness in Resource-Limited Settings","year":2022,"lang":"en","type":"article","venue":"Frontiers in Pediatrics","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"National Institute of Allergy and Infectious Diseases; National Institutes of Health","keywords":"Medicine; Psychological intervention; Observational study; Etiology; Mechanical ventilation; Emergency department; Emergency medicine; Intensive care medicine; Critical illness; Intensive care unit; Severity of illness; Pediatrics; Critically ill; Internal medicine; Psychiatry","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":[0.03271637,0.00200819,0.001159009,0.001242285,0.0009172173,0.001016767,0.001728821,0.002094385,0.005782149],"category_scores_gemma":[0.02183439,0.0008912397,0.001687806,0.001095522,0.00144206,0.001551703,0.002610001,0.001740994,0.0008127844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006396713,"about_ca_system_score_gemma":0.001906654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00106042,"about_ca_topic_score_gemma":0.001334126,"domain_scores_codex":[0.9675199,0.02710944,0.0008171499,0.002132601,0.001083749,0.001337148],"domain_scores_gemma":[0.9886569,0.004387148,0.002694473,0.002571474,0.001041451,0.0006484586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.09112801,0.009739933,0.8577991,0.0007564972,0.003933206,0.0004643348,0.00136212,0.001479025,0.003139495,0.003918363,0.005065898,0.02121404],"study_design_scores_gemma":[0.04448929,0.1483643,0.7549505,0.0004558303,0.003697844,0.001036301,0.00215914,0.01852177,0.004160861,0.003829827,0.01818414,0.0001501962],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.8986936,0.0004853919,0.0301833,0.0008718991,0.0005258197,0.05780492,0.006379079,0.0001598476,0.004896296],"genre_scores_gemma":[0.7955069,0.0001194361,0.03810993,0.001272283,0.0001928188,0.1604076,0.002636893,0.00005827277,0.001695942],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.03271637,"threshold_uncertainty_score":0.1730228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06328985646006817,"score_gpt":0.3873835736066736,"score_spread":0.3240937171466054,"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."}}