{"id":"W4393352873","doi":"10.3390/antibiotics13040320","title":"Epidemiology, Clinical, and Microbiological Characteristics of Multidrug-Resistant Gram-Negative Bacteremia in Qatar","year":2024,"lang":"en","type":"article","venue":"Antibiotics","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Qatar National Research Fund; Nanyang Technological University; Hamad Medical Corporation","keywords":"Amikacin; Salmonella enterica; Multiple drug resistance; Pseudomonas aeruginosa; Medicine; Antibiotic resistance; Klebsiella pneumoniae; Bacteremia; Antimicrobial; Epidemiology; Drug resistance; Microbiology; Internal medicine; Salmonella; Antibiotics; Intensive care medicine; Biology; Escherichia coli; Bacteria","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":[0.0005208215,0.0002903789,0.0002314888,0.001184401,0.0004076638,0.0005128449,0.0002507831,0.0004601962,0.001325065],"category_scores_gemma":[0.001069122,0.0004372096,0.0001959985,0.0008991538,0.0003964342,0.0004130097,0.0003294739,0.0002860479,0.0002521735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005222141,"about_ca_system_score_gemma":0.0004855049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008204081,"about_ca_topic_score_gemma":0.006926115,"domain_scores_codex":[0.9996364,0.0001096866,0.0000383874,0.00007310099,0.00005780377,0.00008457321],"domain_scores_gemma":[0.9993634,0.00008425117,0.000313175,0.00002637121,0.000108105,0.0001047797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005753463,0.00004690191,0.9972591,0.00001891022,0.00001047662,0.0001748929,0.0002894459,0.00004047144,0.0008650965,0.00001793558,0.00008345428,0.001135736],"study_design_scores_gemma":[0.000002208289,0.0001403833,0.998961,0.000007733956,0.000004140818,0.0004165323,0.0002708939,0.00007023649,0.0000442998,0.00001116298,0.00006873881,0.000002717552],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993677,0.000244325,0.00006952825,0.00004044369,0.00000189462,0.000009800832,0.0001398228,0.000002267849,0.0001242844],"genre_scores_gemma":[0.9994389,0.000143646,0.0001108176,0.00003340655,0.000006254271,0.000008709128,0.0001677289,6.067275e-7,0.00008998265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008204081,"threshold_uncertainty_score":0.01631266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03362040420251464,"score_gpt":0.3419077822825412,"score_spread":0.3082873780800265,"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."}}