{"id":"W4406995629","doi":"10.3389/frym.2025.1524572","title":"Sepsis: Using Computers to Understand a Life-Threatening Condition","year":2025,"lang":"en","type":"article","venue":"Frontiers for Young Minds","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Killam Trusts","keywords":"Sepsis; Intensive care medicine; Computer science; Medicine; Internal medicine","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":[0.001399982,0.001426328,0.0005729868,0.002502481,0.0007437001,0.005165494,0.001283898,0.002137935,0.02022404],"category_scores_gemma":[0.01060218,0.0004542432,0.0007482971,0.001362485,0.002090895,0.00920449,0.002878527,0.003120834,0.01034641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007882513,"about_ca_system_score_gemma":0.0009951318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002334858,"about_ca_topic_score_gemma":0.001802235,"domain_scores_codex":[0.9989306,0.0004624093,0.00008795074,0.0001878356,0.0002617776,0.00006933234],"domain_scores_gemma":[0.9967069,0.001987593,0.0002050889,0.0003018886,0.0004389146,0.0003596515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003551964,0.000185747,0.01011612,0.001773373,0.0001620859,0.0007578567,0.003916782,0.003810218,0.004159637,0.085255,0.3331909,0.5563172],"study_design_scores_gemma":[0.00006108372,0.0001256998,0.004009085,0.001466918,0.00009764986,0.001503302,0.002060868,0.009248558,0.002295746,0.2104272,0.768584,0.000119882],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.02816702,0.1173236,0.3653091,0.2241639,0.01147024,0.000590825,0.006077833,0.02575119,0.2211463],"genre_scores_gemma":[0.2957166,0.1149193,0.4575587,0.04555063,0.009334389,0.0009268156,0.006189351,0.002389052,0.0674151],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02022404,"threshold_uncertainty_score":0.06765616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0688043445575076,"score_gpt":0.3544824850065579,"score_spread":0.2856781404490503,"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."}}