{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001037957,0.0002617566,0.0006085113,0.00007907121,0.00003706545,0.00001870266,0.0002294461,0.0004801616,0.00001312596],"category_scores_gemma":[0.001369553,0.000218198,0.0001501634,0.0001453904,0.001006642,0.000007989009,0.0002094767,0.0002984031,0.00001311244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001458656,"about_ca_system_score_gemma":0.00008986037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004440027,"about_ca_topic_score_gemma":0.00005599292,"domain_scores_codex":[0.9975509,0.0003289346,0.001021024,0.0006633002,0.00006130395,0.0003745043],"domain_scores_gemma":[0.9987971,0.0004230945,0.0001964845,0.0004111114,0.00007393449,0.00009834486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002057021,0.0001148828,0.7253608,0.0001995221,0.0000964228,0.00003351794,0.00003589164,8.05407e-7,0.2703129,0.0007988081,0.0006110009,0.002229742],"study_design_scores_gemma":[0.0004553615,0.0004246405,0.9540103,0.0003514047,0.00004630278,0.00002343023,0.00008240821,0.0001873248,0.03920783,0.0003409605,0.004530489,0.0003395593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968221,0.001492769,0.000395582,0.0001631585,0.0004982382,0.0002295342,0.0002286892,0.00002104412,0.0001488863],"genre_scores_gemma":[0.9880259,0.004054806,0.007166658,0.0001770481,0.0002035039,3.261857e-7,0.0001841972,0.00003074479,0.000156824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2311051,"threshold_uncertainty_score":0.8897856,"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."}}