{"id":"W4229373758","doi":"10.1111/liv.15285","title":"Improved survival of cirrhotic patients with infections in Australian and New Zealand <scp>ICUs</scp> between 2005 and 2017","year":2022,"lang":"en","type":"article","venue":"Liver International","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes","funders":"Intensive Care Society","keywords":"Medicine; Intensive care; Odds ratio; Mortality rate; Internal medicine; Intensive care unit; Emergency medicine; Intensive care 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":[0.00005508693,0.00006628841,0.0001051036,0.0001309641,0.00003569401,0.0000103716,0.00003868425,0.00002069504,0.00008481862],"category_scores_gemma":[0.000008397264,0.00006112434,0.00001512526,0.00006659356,0.00003106929,0.0001083013,0.00002750951,0.0001037515,0.000001253693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003437889,"about_ca_system_score_gemma":0.00005946107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009267767,"about_ca_topic_score_gemma":0.0002130057,"domain_scores_codex":[0.9994341,0.00002227603,0.0001226605,0.0001337668,0.0001979237,0.00008923386],"domain_scores_gemma":[0.9996842,0.00007264321,0.00005632137,0.00005174111,0.00004865682,0.00008642948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005884174,0.0001087105,0.9981652,0.00002162287,0.0001683552,0.000009260147,0.0006564776,0.00000904479,0.00006619174,0.0000490032,0.0004279338,0.0002593239],"study_design_scores_gemma":[0.003398816,0.0002365345,0.9950383,0.00002865287,0.0001631179,0.00001060692,0.0001029871,0.00007228577,0.00006571155,0.00005532316,0.0007980892,0.00002959611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989436,0.00002546145,0.00002452352,0.0001657381,0.00009422471,0.0001751226,0.0002232709,0.000008285093,0.0003397828],"genre_scores_gemma":[0.9975772,0.00003464389,0.00005926317,0.00002829393,0.00005767439,0.000007739324,0.0003774557,0.000006167487,0.001851558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003339974,"threshold_uncertainty_score":0.2492578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01766516217997012,"score_gpt":0.249786917028807,"score_spread":0.2321217548488369,"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."}}