{"id":"W2199458336","doi":"10.1086/655463","title":"Epidemiological Patterns and Hospital Characteristics Associated with Increased Incidence of<i>Clostridium difficile</i>Infection in Quebec, Canada, 1998–2006","year":2010,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministère de la Santé et des Services Sociaux (Québec); Université Laval; Institut National de Santé Publique du Québec","funders":"Medical Center, University of Pittsburgh","keywords":"Incidence (geometry); Epidemiology; Poisson regression; Medicine; Prospective cohort study; Demography; Clostridium difficile; Internal medicine; Environmental health; Population; Biology; 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":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005919399,0.0003659689,0.0002746047,0.001026659,0.001118319,0.0008518508,0.0009643073,0.0004375279,0.001712505],"category_scores_gemma":[0.002038894,0.0002227366,0.0003569012,0.002603595,0.0005810809,0.0003480605,0.0004645647,0.0005579267,0.0001409957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01605812,"about_ca_system_score_gemma":0.01177797,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9833377,"about_ca_topic_score_gemma":0.9892108,"domain_scores_codex":[0.9992557,0.00006637206,0.00006402118,0.0001670455,0.0001909474,0.0002559082],"domain_scores_gemma":[0.9962953,0.0001650086,0.001453351,0.00008104465,0.001479005,0.0005263052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003564657,0.00001149594,0.997592,0.00001459152,0.00002711708,0.00003763262,0.00008287917,0.000122375,0.0001181,0.00001721955,0.0005320712,0.001408889],"study_design_scores_gemma":[0.0000024197,0.00001096935,0.9992955,0.00001066129,0.000007226269,0.00003615323,0.0001363243,0.0002324892,0.00001989808,0.000002956057,0.0002424249,0.000003042992],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990986,0.000980182,0.0002512332,0.0004518261,0.00001157244,0.00003385111,0.006067048,0.00002392064,0.001194346],"genre_scores_gemma":[0.9970338,0.0002589653,0.000189748,0.00009276109,0.000006746959,0.000009834402,0.002024071,0.000004001133,0.0003799458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0166623,"threshold_uncertainty_score":0.1165103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.010703245996474,"score_gpt":0.2619646347136554,"score_spread":0.2512613887171814,"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."}}