{"id":"W4207021426","doi":"10.1016/j.ebiom.2022.103832","title":"Sepsis endotypes: The early bird still gets the worm","year":2022,"lang":"en","type":"article","venue":"EBioMedicine","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Heart, Lung, and Blood Institute","keywords":"Medicine; Sepsis; Intensive care medicine; MEDLINE; Internal medicine; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004809597,0.000187057,0.0002916653,0.0001134582,0.0004234756,0.00001565558,0.0002528209,0.0000306766,0.002203528],"category_scores_gemma":[0.0000923336,0.00008309849,0.0001429762,0.0004624201,0.0002050365,0.00002655237,0.0001629439,0.0003468258,0.0002098756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001616277,"about_ca_system_score_gemma":0.00007136382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007252691,"about_ca_topic_score_gemma":0.00004445302,"domain_scores_codex":[0.9983209,0.00009638709,0.0002703485,0.000278887,0.000704093,0.0003293745],"domain_scores_gemma":[0.9986385,0.000401517,0.00009629579,0.000684493,0.00005300853,0.0001261492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000821375,0.003006575,0.3974651,0.0001091378,0.002506166,0.001714906,0.02456333,0.0000312125,0.002497142,0.002050774,0.411149,0.1540853],"study_design_scores_gemma":[0.002543102,0.001422389,0.3628348,0.00004649468,0.0004548678,0.0001599079,0.001906645,0.00005169369,0.0004378611,0.0002058068,0.6298215,0.0001149236],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8476356,0.009967254,0.00001232624,0.1342851,0.001153082,0.001132931,0.00002993219,0.0002094441,0.005574417],"genre_scores_gemma":[0.9840574,0.0002982094,0.00004216113,0.01198409,0.0005391797,0.0003838052,0.00002689213,0.00004312098,0.002625093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2186725,"threshold_uncertainty_score":0.9987086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05430962659794621,"score_gpt":0.3156437777903832,"score_spread":0.261334151192437,"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."}}