{"id":"W4412985196","doi":"10.1097/cce.0000000000001293","title":"Challenges Facing Developers of Diagnostic Tests for Sepsis: A Report From Sepsis Alliance and the Infection Management and Sepsis Collaborative Community","year":2025,"lang":"en","type":"article","venue":"Critical Care Explorations","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tornado Spectral Systems (Canada)","funders":"","keywords":"Sepsis; Medicine; Alliance; Psychological intervention; Intensive care medicine; Political science; Nursing; Immunology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002150396,0.0001559513,0.0003460521,0.00007033032,0.0004348612,0.00004844615,0.00004336443,0.00007018726,0.000006095152],"category_scores_gemma":[0.004180175,0.0001165936,0.00006385462,0.0002481442,0.0003217292,0.0001249126,0.00008054457,0.0001308016,0.000001056825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008852034,"about_ca_system_score_gemma":0.0000706275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001823755,"about_ca_topic_score_gemma":0.00109619,"domain_scores_codex":[0.9989632,0.0001782247,0.0003198081,0.0002604031,0.0001370128,0.0001412992],"domain_scores_gemma":[0.9936236,0.005345252,0.00005373737,0.0003338934,0.0005706908,0.00007281046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001260266,0.004273396,0.4260313,0.009901054,0.006818744,0.00030057,0.1435157,0.000155511,0.0003244398,0.2394115,0.01905246,0.1489551],"study_design_scores_gemma":[0.007603441,0.0006372408,0.7824166,0.002863891,0.004429682,0.00001575931,0.1702824,0.0002286651,0.004068404,0.01801189,0.009026206,0.0004158375],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8458862,0.05835301,0.006991249,0.07530404,0.0004600748,0.004858815,0.0003946592,0.0001481565,0.007603838],"genre_scores_gemma":[0.9875073,0.006654299,0.00324903,0.0005178647,0.00002352001,0.001875355,0.0001329633,0.00001149654,0.00002816942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3563853,"threshold_uncertainty_score":0.5004362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1500709014354575,"score_gpt":0.4089855701294836,"score_spread":0.2589146686940261,"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."}}