{"id":"W6963997104","doi":"10.25453/plabs.28303817","title":"Investing in sepsis science for future pandemic preparedness","year":2025,"lang":"en","type":"article","venue":"Frontiers","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Preparedness; Cornerstone; Sepsis; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Global health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01401064,0.001252261,0.001040845,0.001559396,0.002909414,0.01194158,0.001518228,0.00983247,0.1003982],"category_scores_gemma":[0.02560043,0.0006581685,0.00162249,0.001046743,0.004577969,0.009642851,0.00905434,0.01514633,0.03715006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005453217,"about_ca_system_score_gemma":0.04663656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006148862,"about_ca_topic_score_gemma":0.0128591,"domain_scores_codex":[0.994177,0.001622336,0.0002299946,0.000440451,0.001812038,0.001718056],"domain_scores_gemma":[0.9417537,0.01404097,0.002286277,0.002122063,0.01365149,0.02614548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007099656,0.00005754161,0.0005447912,0.0004381958,0.00001754761,0.00009241056,0.0001296359,0.0001561317,0.0007643259,0.01517071,0.9111916,0.07136609],"study_design_scores_gemma":[0.00004664369,0.00007722244,0.001277242,0.0009811689,0.0000242027,0.0001409779,0.0005574701,0.0001558418,0.0007563225,0.02993667,0.9660008,0.00004547143],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0005986315,0.01457997,0.001682017,0.9144666,0.02876996,0.0000584472,0.0005823206,0.0004587862,0.03880309],"genre_scores_gemma":[0.04333978,0.09710574,0.01940691,0.6802368,0.05261459,0.0002659924,0.002017448,0.0008026023,0.1042102],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1003982,"threshold_uncertainty_score":0.3358653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05318831080602391,"score_gpt":0.3707180433744787,"score_spread":0.3175297325684547,"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."}}