{"id":"W2138269120","doi":"10.3389/fped.2014.00056","title":"Designing a Pediatric Severe Sepsis Screening Tool","year":2014,"lang":"en","type":"article","venue":"Frontiers in Pediatrics","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Children's Health Foundation","keywords":"Medicine; Sepsis; Receiver operating characteristic; Emergency department; Septic shock; Systemic inflammatory response syndrome; Gold standard (test); Univariate; Univariate analysis; Early warning score; Intensive care medicine; Pediatrics; Emergency medicine; Internal medicine; Multivariate analysis; Statistics; Multivariate statistics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000463865,0.0002569407,0.0004830349,0.0006084546,0.00009601202,0.0000392125,0.0001283652,0.0001877695,0.00005508007],"category_scores_gemma":[0.0004973332,0.0002395063,0.0001727038,0.0009343654,0.0000232491,0.000125476,0.00005704085,0.0002878254,0.00004102559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001752018,"about_ca_system_score_gemma":0.00008788515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002418597,"about_ca_topic_score_gemma":0.000002069047,"domain_scores_codex":[0.9981306,0.00008463395,0.0004170629,0.0004467661,0.000427139,0.0004938276],"domain_scores_gemma":[0.9990262,0.0002169913,0.0001314097,0.0003669362,0.00007613637,0.0001823632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004949584,0.0001934795,0.916079,0.00008569099,0.00002783449,0.00004909161,0.0001399512,0.0001594856,0.000002751585,0.00002180569,0.06635802,0.01683333],"study_design_scores_gemma":[0.006469408,0.0005581154,0.9746899,0.00006277676,0.001194155,0.0000466488,0.0004531104,0.003768242,0.0001526485,0.0005855027,0.01131393,0.0007055804],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8647659,0.006208168,0.1207609,0.0008888558,0.00186589,0.0009298123,0.00001455624,0.0002472216,0.004318701],"genre_scores_gemma":[0.7706912,0.00174881,0.2246065,0.0009243342,0.001478678,0.00008723823,0.00003995202,0.00006205266,0.0003612038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1038456,"threshold_uncertainty_score":0.9766785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03764788589014715,"score_gpt":0.277613304517661,"score_spread":0.2399654186275139,"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."}}