{"id":"W4403323399","doi":"10.1017/ash.2024.108","title":"Molecular and Epidemiological Characterization of Pediatric and Adult C. difficile Infection in Canadian Hospitals, 2015-2022","year":2024,"lang":"en","type":"article","venue":"Antimicrobial Stewardship & Healthcare Epidemiology","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Ottawa Hospital; Hospital for Sick Children; McMaster University; Jewish General Hospital; Dalhousie University; Public Health Agency of Canada; Kingston Health Sciences Centre; McGill University Health Centre; Royal University Hospital; Island Health; Regina Qu'Appelle Health Region; University of Alberta; B.C. Women's Hospital & Health Centre; Children's Hospital of Eastern Ontario; Queen Elizabeth II Health Sciences Centre; University of Calgary; Alberta Health Services","funders":"","keywords":"Epidemiology; C difficile; Medicine; Clostridium difficile; Molecular epidemiology; Intensive care medicine; Microbiology; Internal medicine; Biology; Antibiotics; Genetics; Genotype","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":[0.00100686,0.0004027938,0.0003265755,0.002848107,0.001113818,0.0009979783,0.0009490724,0.0003599164,0.001210136],"category_scores_gemma":[0.002418984,0.0001753539,0.0004173217,0.00505704,0.0005135608,0.0002787731,0.0005724776,0.000504764,0.0001697867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01598965,"about_ca_system_score_gemma":0.0243519,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9479668,"about_ca_topic_score_gemma":0.9568663,"domain_scores_codex":[0.9982042,0.00005278135,0.000117293,0.0001954456,0.0009871877,0.0004430374],"domain_scores_gemma":[0.9967608,0.00009114049,0.000655061,0.00005710458,0.001906601,0.0005292425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007063708,0.00001685768,0.9907142,0.00009151227,0.00002839288,0.0001165052,0.0002615424,0.0001846324,0.0007514884,0.000122784,0.001903895,0.005737437],"study_design_scores_gemma":[0.000001746197,0.00001733536,0.9977936,0.0000215733,0.000008856882,0.0001161234,0.000291996,0.0001035094,0.0001252316,0.00000770509,0.001508226,0.000004059465],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9683824,0.003854198,0.0004897477,0.0007317415,0.00004623681,0.0001175999,0.01999264,0.00004179292,0.006343572],"genre_scores_gemma":[0.9862943,0.001992099,0.0007990468,0.0003000425,0.00003136958,0.00003594573,0.009761133,0.000008191631,0.0007779222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05203325,"threshold_uncertainty_score":0.1160136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02917164402254649,"score_gpt":0.3408520836689429,"score_spread":0.3116804396463964,"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."}}