{"id":"W4316662988","doi":"10.1128/spectrum.03124-22","title":"Trends in the Rates of Extended-Spectrum-β-Lactamase-Producing <i>Enterobacterales</i> Isolated from Urine Cultures during the COVID-19 Pandemic in Ontario, Canada","year":2023,"lang":"en","type":"article","venue":"Microbiology Spectrum","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Geography; Urine; Virology; Demography; Environmental health; Biology; Medicine; Outbreak; Sociology; Internal medicine; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004879259,0.0002731507,0.000430108,0.0004508011,0.0001494785,0.00001780155,0.0003428812,0.0001108235,0.0006987134],"category_scores_gemma":[0.00005327461,0.0001738342,0.0001000944,0.0009782715,0.0001407022,0.00005805636,0.0001419916,0.0007916988,0.00001464564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001317127,"about_ca_system_score_gemma":0.0002966353,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9271663,"about_ca_topic_score_gemma":0.9963791,"domain_scores_codex":[0.998022,0.0002692068,0.0005412269,0.0005147678,0.00009751454,0.0005552543],"domain_scores_gemma":[0.998903,0.0002137906,0.0001670428,0.0006417754,0.00001225934,0.00006216706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004254316,0.0004339973,0.9238854,0.00004195845,0.0001811107,0.000541873,0.002222585,0.000446513,0.06414899,0.00004023068,0.00759981,0.00003208654],"study_design_scores_gemma":[0.00189558,0.000323679,0.9699898,0.00005394078,0.0000613889,0.0005443963,0.0004988353,0.00002069294,0.002611666,0.0001222205,0.02369905,0.0001787909],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804965,0.000169646,0.000003406789,0.01812497,0.0002695709,0.0004268677,0.00006416637,0.00008254745,0.0003622896],"genre_scores_gemma":[0.9951102,0.00008116206,0.00001031284,0.00196343,0.00007282807,0.00004572989,0.0005394871,0.00002127667,0.002155617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0692128,"threshold_uncertainty_score":0.7650421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02018769761212091,"score_gpt":0.2705376907104107,"score_spread":0.2503499930982898,"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."}}