{"id":"W4292180009","doi":"10.1017/ice.2022.210","title":"Trends in <i>Clostridioides difficile</i> infection rates in Canadian hospitals during the coronavirus disease 2019 (COVID-19) pandemic","year":2022,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal University Hospital; University Health Network; Ottawa Hospital; Hospital for Sick Children; Jewish General Hospital; Stollery Children's Hospital; Izaak Walton Killam Health Centre; North York General Hospital; Royal Jubilee Hospital; Sinai Health System; Public Health Agency of Canada; McGill University Health Centre; Kingston Health Sciences Centre; Alberta Health Services; Children's Hospital of Eastern Ontario; Regina General Hospital; Queen Elizabeth II Health Sciences Centre; Hamilton Health Sciences; Dalhousie University; BC Children's Hospital","funders":"","keywords":"Clostridioides; Pandemic; Coronavirus disease 2019 (COVID-19); Medicine; Epidemiology; Coronavirus; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Emergency medicine; Disease; Virology; Infectious disease (medical specialty); Internal medicine; Outbreak","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002281263,0.0003325325,0.0007718154,0.001054943,0.0006177727,0.00002662204,0.000123146,0.000182086,0.0004240405],"category_scores_gemma":[0.002914425,0.0002752845,0.0002314961,0.0009466647,0.0002733899,0.0001246338,0.0001298225,0.001188725,0.00001722829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002233511,"about_ca_system_score_gemma":0.0006939934,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5871723,"about_ca_topic_score_gemma":0.2159265,"domain_scores_codex":[0.9961764,0.001025218,0.0008141036,0.0006927877,0.0002353927,0.001056159],"domain_scores_gemma":[0.9972828,0.001186579,0.0001948261,0.000362106,0.0000612358,0.0009124584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000672943,0.000215349,0.9845331,0.00004678886,0.00005280078,0.0001594792,0.0001174258,0.003644696,0.0004790112,0.0002174578,0.000470034,0.009390885],"study_design_scores_gemma":[0.004362056,0.0007384811,0.9692659,0.00002004588,0.00005447166,0.0001483469,0.00006412996,0.002069217,0.00002535643,0.0002978586,0.02266552,0.000288594],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775521,0.004372139,0.00001450246,0.016204,0.0004793089,0.0008755558,0.0001925301,0.00008292289,0.0002269039],"genre_scores_gemma":[0.9936106,0.002644796,0.000001922088,0.002352755,0.0002512335,0.0005812171,0.000134673,0.00003221382,0.0003905827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3712459,"threshold_uncertainty_score":0.99997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04420789875586281,"score_gpt":0.3603356915466249,"score_spread":0.3161277927907621,"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."}}