{"id":"W4388833085","doi":"10.1177/08850666231216362","title":"A Need for a Novel Survival Risk Scoring System for Intensive Care Admissions Due to Sepsis in Pediatric Hematology/Oncology Patients","year":2023,"lang":"en","type":"article","venue":"Journal of Intensive Care Medicine","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"Israel Cancer Association","keywords":"Medicine; Pediatric intensive care unit; Sepsis; Population; Intensive care medicine; Retrospective cohort study; Internal medicine; Risk of mortality; Intensive care unit; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0004519426,0.0003417712,0.001853305,0.001398179,0.0001183267,0.000007954081,0.0001667935,0.0002201615,0.00001076057],"category_scores_gemma":[0.04491752,0.0002317613,0.0004292911,0.0008480246,0.00005235952,0.00005509196,0.00008471473,0.0003931944,0.000008549305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001180788,"about_ca_system_score_gemma":0.0005253535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001215277,"about_ca_topic_score_gemma":0.0001329195,"domain_scores_codex":[0.9972992,0.00008265513,0.001242194,0.0003890684,0.0004600099,0.0005268649],"domain_scores_gemma":[0.9626523,0.00205123,0.0007730612,0.0002546808,0.03362793,0.0006407678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.005377282,0.0003154957,0.8198846,0.002662051,0.000990195,0.002013742,0.05097319,0.0001582348,0.0005711243,0.00009163027,0.110225,0.006737413],"study_design_scores_gemma":[0.02866215,0.01546721,0.2082975,0.005288231,0.002599259,0.0005904805,0.7345229,0.0001121725,0.00113636,0.00001768421,0.003019218,0.0002868742],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737721,0.002830112,0.0006598858,0.01569376,0.004368177,0.002389485,0.000176418,0.00004296352,0.000067104],"genre_scores_gemma":[0.9921783,0.0002758409,0.0008626186,0.005067449,0.001120059,0.0002847739,0.0001250067,0.00006399026,0.00002196796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6835496,"threshold_uncertainty_score":0.9631276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0872916635769324,"score_gpt":0.3844783194127031,"score_spread":0.2971866558357707,"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."}}