{"id":"W4311614187","doi":"10.1093/ofid/ofac492.014","title":"89. On-going impact of the SARS-CoV-2 pandemic on the evolution of carbapenemase-producing <i>Enterobacterales</i> in Ontario, Canada","year":2022,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; Health Sciences Centre; Public Health Ontario; Sunnybrook Health Science Centre; Sinai Health System; North York General Hospital; William Osler Health System; Trillium Health Centre; University of Toronto","funders":"","keywords":"Incidence (geometry); Medicine; Pandemic; Outbreak; Population; Klebsiella pneumoniae; Bacteremia; Clinical microbiology; Enterobacter; Microbiology; Internal medicine; Virology; Coronavirus disease 2019 (COVID-19); Biology; Disease; Gene; Environmental health; Infectious disease (medical specialty); Escherichia coli; Antibiotics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003321996,0.0002705465,0.0002340117,0.0007052201,0.002089244,0.001275718,0.0006260372,0.0004069516,0.005287711],"category_scores_gemma":[0.001098186,0.0002367429,0.0005030984,0.001577921,0.0004707843,0.0004020442,0.0006745639,0.0005880511,0.0004563252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03312549,"about_ca_system_score_gemma":0.04669735,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9956458,"about_ca_topic_score_gemma":0.9977805,"domain_scores_codex":[0.9993547,0.00004079805,0.00002457856,0.00006801396,0.0001550919,0.000356844],"domain_scores_gemma":[0.9984578,0.00003870194,0.0002278041,0.00002816198,0.0007092066,0.0005383607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001223427,0.0000300393,0.9814611,0.00007002195,0.00003938784,0.0004077521,0.0006764935,0.0002380575,0.0005915998,0.0002046949,0.006838636,0.009319869],"study_design_scores_gemma":[0.000007449069,0.00001701474,0.995043,0.00004190839,0.00001265897,0.00008624593,0.001207074,0.0001994649,0.0000550037,0.00002090014,0.00330199,0.000007293937],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9661717,0.002871929,0.0001954415,0.003434929,0.00008049172,0.00009534083,0.009733009,0.00002709531,0.01739],"genre_scores_gemma":[0.9902622,0.001267527,0.0002331904,0.0006220601,0.00002535347,0.00001628426,0.003055344,0.000011668,0.004506289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03312549,"threshold_uncertainty_score":0.2403434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0119639267046377,"score_gpt":0.2375923871592628,"score_spread":0.2256284604546251,"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."}}