{"id":"W2114443630","doi":"10.1378/chest.129.4.1061","title":"Intensive Care and Emergency Medicine","year":2006,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University Medical Centre; McMaster University; University of Toronto; Sunnybrook Health Science Centre","funders":"National Institutes of Health; Defense Advanced Research Projects Agency; Heart and Stroke Foundation of Canada","keywords":"Medicine; Intensive care; Intensive care medicine; Specialty; Health care; Identification (biology); Family medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00005155394,0.00009196786,0.0001838254,0.00006381675,0.0000825558,0.000005567669,0.00002350657,0.00003578808,0.0008359545],"category_scores_gemma":[0.00009893307,0.00005828539,0.00005347762,0.00006217403,0.00004842238,0.0000316396,0.00001088713,0.0001334139,0.00001549361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006026234,"about_ca_system_score_gemma":0.00002421886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005772062,"about_ca_topic_score_gemma":0.0000132749,"domain_scores_codex":[0.9994103,0.000009887902,0.0002092365,0.00009908287,0.000142712,0.0001287838],"domain_scores_gemma":[0.9992462,0.00001897779,0.00007132602,0.00008180986,0.0004537338,0.0001278941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003224621,0.00007693475,0.8810605,0.00007895866,0.00008753852,0.0003212451,0.001491924,7.400352e-7,0.000899673,0.0001657805,0.1070168,0.008767665],"study_design_scores_gemma":[0.002027766,0.0006680565,0.9354615,0.0002055247,0.0002600185,0.00127806,0.005111881,0.000003706277,0.001213534,0.0005143177,0.05317662,0.00007901915],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9539213,0.02561631,0.00002272105,0.006184518,0.000453388,0.00008511561,0.000001172315,0.00001374701,0.01370173],"genre_scores_gemma":[0.9952533,0.002569915,0.0002246895,0.0003436179,0.001046279,0.000003655183,0.000009453888,0.00001095703,0.0005381791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05440097,"threshold_uncertainty_score":0.9153116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07982416568960903,"score_gpt":0.3552185455247978,"score_spread":0.2753943798351888,"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."}}