{"id":"W4384923559","doi":"10.1097/shk.0000000000002170","title":"A PREDICTION MODEL FOR SEPSIS IN INFECTED PATIENTS: EARLY ASSESSMENT OF SEPSIS ENGAGEMENT","year":2023,"lang":"en","type":"article","venue":"Shock","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Emergent BioSolutions (Canada)","funders":"Peking Union Medical College; Peking Union Medical College Hospital; Tsinghua University","keywords":"Sepsis; Medicine; Intensive care medicine; Computer science; Internal medicine","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":[0.0002042937,0.0001265165,0.000275985,0.0002644508,0.00003896168,0.000007868253,0.00004094518,0.0000690256,0.00004367725],"category_scores_gemma":[0.00009541158,0.0001088913,0.0001260683,0.0003984192,0.00001391008,0.00005889925,0.00003884931,0.00008550063,0.000009927453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002317592,"about_ca_system_score_gemma":0.00007916293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007121717,"about_ca_topic_score_gemma":0.00003612768,"domain_scores_codex":[0.9988875,0.00003429115,0.0003422917,0.0002415571,0.0002753398,0.0002190472],"domain_scores_gemma":[0.9993644,0.0001264779,0.00007997661,0.0002244711,0.0001378316,0.00006684863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004737381,0.001038325,0.9864421,0.0001103506,0.0001775126,0.000002560142,0.0006395623,0.002236172,0.0001724972,0.0001290655,0.004872832,0.004131599],"study_design_scores_gemma":[0.003466784,0.0007317794,0.828069,0.0001234591,0.0001447844,1.089402e-7,0.00007536183,0.1665116,0.0003960571,0.0001868725,0.0002276477,0.00006647481],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962653,0.00001638014,0.001053744,0.0003608493,0.0001132664,0.001261497,0.0001376213,0.00008832986,0.0007030183],"genre_scores_gemma":[0.9966663,0.00007540376,0.002031934,0.0001473549,0.00002584927,0.000477307,0.0003394466,0.0000233181,0.0002131291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1642755,"threshold_uncertainty_score":0.4440458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1104608962777027,"score_gpt":0.3722628215335415,"score_spread":0.2618019252558387,"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."}}