{"id":"W4406936025","doi":"10.3389/fped.2025.1530984","title":"The Resuscitation, Equilibrium and De-escalation (RED) strategy: a phased, personalized hemodynamic support in children with sepsis","year":2025,"lang":"en","type":"review","venue":"Frontiers in Pediatrics","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Intensive care medicine; Septic shock; Hypervolemia; Sepsis; Resuscitation; Context (archaeology); Hemodynamics; Hypovolemia; Intensive care; Shock (circulatory); Dobutamine; Anesthesia; Internal medicine; Blood volume","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004781345,0.0003919399,0.001131137,0.0006658771,0.00006411348,0.0000685878,0.0001392055,0.0003067562,0.000008692652],"category_scores_gemma":[0.0001824012,0.0002606473,0.0001847907,0.00116842,0.00009776614,0.00007981305,0.00003122496,0.0004090909,0.000001495051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006558749,"about_ca_system_score_gemma":0.001260926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005106234,"about_ca_topic_score_gemma":0.00004341832,"domain_scores_codex":[0.9979684,0.0001822505,0.000607547,0.0005125263,0.0003302662,0.0003989674],"domain_scores_gemma":[0.9989036,0.0003236414,0.0002675343,0.0003229714,0.00006746534,0.0001147466],"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":[0.0001120676,0.0003087409,0.5648492,0.003898013,0.0003206723,0.00003700288,0.0001444668,0.00000975098,1.605605e-8,0.00004147397,0.01284493,0.4174336],"study_design_scores_gemma":[0.03283506,0.002913882,0.4296483,0.0197471,0.02870407,0.0003680884,0.001779402,0.001291929,9.961378e-7,0.00193399,0.4777681,0.003009152],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002778169,0.9940449,0.0002427281,0.0002385178,0.0002040445,0.00196859,0.00008959213,0.00002846237,0.0004049859],"genre_scores_gemma":[0.0007991329,0.9957392,0.001807431,0.00005326942,0.0001340538,0.0003735626,0.0006679851,0.00004320452,0.0003822006],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4649232,"threshold_uncertainty_score":0.9999846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02758898536693983,"score_gpt":0.3317575771037504,"score_spread":0.3041685917368106,"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."}}