{"id":"W4406996118","doi":"10.3389/fsci.2024.1469417","title":"Deciphering sepsis: transforming diagnosis and treatment through systems immunology","year":2025,"lang":"en","type":"article","venue":"Frontiers in Science","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; St. Michael's Hospital; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Immunology; Sepsis; Medicine; Computational biology; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01714276,0.001432784,0.003134853,0.002991104,0.001446274,0.01033317,0.002269836,0.00532555,0.005887004],"category_scores_gemma":[0.01596807,0.0006027467,0.001571139,0.001263659,0.009404164,0.01272398,0.009463996,0.01812763,0.002851083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003569749,"about_ca_system_score_gemma":0.01314568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00138472,"about_ca_topic_score_gemma":0.001452841,"domain_scores_codex":[0.9930304,0.003487094,0.0004671214,0.0007022147,0.001635506,0.0006777379],"domain_scores_gemma":[0.9792008,0.01130568,0.00116208,0.001866095,0.00316423,0.003301193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004401761,0.0005860119,0.004804167,0.006278849,0.0004139514,0.0005494655,0.002393757,0.00270606,0.009355575,0.1827732,0.134996,0.6547028],"study_design_scores_gemma":[0.0001067018,0.0007214501,0.002567848,0.00551818,0.0002183064,0.0006424334,0.002761586,0.003013452,0.003442096,0.4410218,0.5397967,0.0001895009],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.005358058,0.453466,0.05902267,0.4532548,0.01441343,0.0001991232,0.0005190246,0.001159704,0.01260725],"genre_scores_gemma":[0.09151822,0.6626977,0.1044307,0.108463,0.02581601,0.0004363751,0.0008002107,0.00039694,0.005440861],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01714276,"threshold_uncertainty_score":0.09066063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04977135823312144,"score_gpt":0.3383711134223921,"score_spread":0.2885997551892707,"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."}}