{"id":"W4412488282","doi":"10.1017/s0950268825100307","title":"Antibiotic resistance among ICU patients during the COVID-19 pandemic and its associated factors: a retrospective study using electronic medical records in two Vietnamese hospitals","year":2025,"lang":"en","type":"article","venue":"Epidemiology and Infection","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Provincial Laboratory of Public Health","funders":"University of Tokyo","keywords":"Vietnamese; Pandemic; Coronavirus disease 2019 (COVID-19); Retrospective cohort study; Medicine; Medical record; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Emergency medicine; Medical emergency; Virology; Internal medicine; Outbreak; Infectious disease (medical specialty)","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":[0.0005764801,0.0002639186,0.000343664,0.001109247,0.0006083046,0.0009266554,0.0003208668,0.0003588553,0.001086148],"category_scores_gemma":[0.001535868,0.0005162765,0.0003264016,0.001699079,0.0003978122,0.0005189204,0.0005928232,0.0004022831,0.0001692057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007368224,"about_ca_system_score_gemma":0.0008146433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01594759,"about_ca_topic_score_gemma":0.01521751,"domain_scores_codex":[0.9992384,0.0001453259,0.0001454152,0.00019905,0.0001245774,0.0001472791],"domain_scores_gemma":[0.9982384,0.0002647164,0.0008432823,0.0001038134,0.0002722067,0.0002776406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001834018,0.00001809579,0.9991486,0.000012362,0.00001328107,0.0001715782,0.0002340026,0.000007790431,0.00008283302,0.000005325466,0.00002838308,0.0002594019],"study_design_scores_gemma":[0.000004175392,0.00009687374,0.9962028,0.00002415236,0.00001999048,0.0006206738,0.002527667,0.0001139842,0.00007709672,0.000007544092,0.0003000655,0.000004960235],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994082,0.0001382734,0.00003325318,0.00001923757,0.00000245632,0.00001477812,0.0002488515,7.144279e-7,0.000134196],"genre_scores_gemma":[0.9993728,0.0001320502,0.00005185122,0.00003340345,0.000004910043,0.00001817502,0.0003129006,9.654469e-7,0.00007307537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01594759,"threshold_uncertainty_score":0.03170949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01817863339385356,"score_gpt":0.321732339541907,"score_spread":0.3035537061480534,"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."}}