{"id":"W4401650886","doi":"10.1111/liv.16063","title":"Development and external validation of a model to predict multidrug‐resistant bacterial infections in patients with cirrhosis","year":2024,"lang":"en","type":"article","venue":"Liver International","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Grifols; CSL Behring; Eli Lilly and Company; Gilead Sciences; Falk Foundation","keywords":"Cirrhosis; Medicine; Multiple drug resistance; Internal medicine; Intensive care medicine; Antibiotics; Microbiology; Biology","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":[0.00005164509,0.00006825022,0.00007746933,0.000141841,0.00003471499,0.00002012946,0.00006245155,0.00004891427,0.0001331757],"category_scores_gemma":[0.00000993494,0.00005476802,0.000015101,0.00005631556,0.00004400565,0.00008935614,0.00004279504,0.00006517283,0.00002698143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004625292,"about_ca_system_score_gemma":0.00005586391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004550698,"about_ca_topic_score_gemma":0.00007155108,"domain_scores_codex":[0.9995367,0.00001527816,0.0001632723,0.0001539017,0.0000502291,0.00008062193],"domain_scores_gemma":[0.9998384,0.0000237094,0.0000299499,0.00004647463,0.00005010997,0.00001136434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003557943,0.001812733,0.6485013,0.0002926534,0.001247548,0.00002258832,0.01535192,0.001567505,0.2959981,0.008731076,0.001136008,0.02178062],"study_design_scores_gemma":[0.002568325,0.000255076,0.9082863,0.0009846984,0.00004628071,0.000007531495,0.00009056478,0.001466284,0.07826788,0.00006561614,0.007696917,0.000264571],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957914,0.000073733,0.003321787,0.00003249249,0.0003587242,0.0001174579,0.0000652759,0.00001604228,0.0002230458],"genre_scores_gemma":[0.9973643,0.00000897188,0.001968859,0.00001360017,0.00001425685,0.00000693986,0.00007487999,0.000005825088,0.000542388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.259785,"threshold_uncertainty_score":0.2233375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009387049395998121,"score_gpt":0.2214663036975605,"score_spread":0.2120792543015624,"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."}}