{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02687499,0.001542378,0.001329525,0.001508574,0.0005105649,0.001628634,0.001307247,0.0009143184,0.001041761],"category_scores_gemma":[0.03610699,0.0005266713,0.001850844,0.0007176928,0.0005669216,0.0007399765,0.001648877,0.001753007,0.0003278383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009443086,"about_ca_system_score_gemma":0.00257516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00370241,"about_ca_topic_score_gemma":0.002535921,"domain_scores_codex":[0.993647,0.004933807,0.000305021,0.0005259663,0.0003470524,0.000241058],"domain_scores_gemma":[0.9727278,0.02226864,0.001114736,0.000990196,0.002456302,0.00044228],"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":[0.002575219,0.001115286,0.7524013,0.0001843544,0.001333903,0.0003492481,0.0005144583,0.1910619,0.001481405,0.0006983094,0.002205428,0.04607907],"study_design_scores_gemma":[0.0002488987,0.001181336,0.05548573,0.0001281175,0.000339838,0.0002196594,0.0001356634,0.9396614,0.001093751,0.0008652195,0.0005992046,0.00004128892],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9451611,0.0003252432,0.05147643,0.0006718417,0.00007616304,0.0004299235,0.000572765,0.0002654141,0.001021148],"genre_scores_gemma":[0.9831998,0.00008966096,0.01525231,0.0001004528,0.00002063638,0.0002495332,0.0008467066,0.00002726963,0.0002135601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02687499,"threshold_uncertainty_score":0.1421303,"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."}}