{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002269614,0.001096115,0.0009202356,0.001663192,0.0003025598,0.001065344,0.0006194377,0.0006509396,0.001316197],"category_scores_gemma":[0.005420621,0.0001978006,0.000826811,0.0007062841,0.0001818918,0.0004393922,0.0006515938,0.0008954211,0.0003505885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004415793,"about_ca_system_score_gemma":0.0008659084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003984031,"about_ca_topic_score_gemma":0.00269013,"domain_scores_codex":[0.9993489,0.0002628172,0.00005926493,0.0001491346,0.0001104079,0.00006940927],"domain_scores_gemma":[0.9976769,0.001380991,0.0003238705,0.00008037257,0.0003704486,0.0001674421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00129715,0.0007869171,0.7515028,0.0001312234,0.0004933636,0.0004456017,0.0001003927,0.1606061,0.00099412,0.00046856,0.006405201,0.07676852],"study_design_scores_gemma":[0.00007304336,0.0003250379,0.05963882,0.00004832464,0.0001458043,0.0001705951,0.00005403887,0.9379742,0.0003504557,0.0007011457,0.0004918782,0.00002673616],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9280514,0.001043908,0.06372418,0.001336992,0.0001800339,0.0002586759,0.003052963,0.0005332291,0.001818651],"genre_scores_gemma":[0.988172,0.0001703379,0.009117746,0.00008985616,0.00005879265,0.0001207829,0.001840839,0.00001016215,0.0004195135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003984031,"threshold_uncertainty_score":0.012003,"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."}}