{"id":"W3146419824","doi":"10.1016/s2666-5247(21)00005-7","title":"Role of high-risk antibiotic use in incidence of health-care-associated Clostridioides difficile infection in Quebec, Canada: a population-level ecological study","year":2021,"lang":"en","type":"article","venue":"The Lancet Microbe","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital; Ste. Anne's Hospital; Institut National de Santé Publique du Québec; Centre hospitalier universitaire de Québec; Centre Intégré de Santé et de Services Sociaux du Bas-Saint-Laurent; McGill University Health Centre; Université Laval; Université de Montréal","funders":"Institut National de Santé Publique du Québec","keywords":"Medicine; Incidence (geometry); Clindamycin; Poisson regression; Clostridioides; Antibiotics; Population; Rate ratio; Environmental health; Emergency medicine; Internal medicine; Microbiology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001898214,0.0007200111,0.0006724502,0.002244787,0.00284962,0.001978823,0.002764158,0.0009691466,0.002983548],"category_scores_gemma":[0.004415361,0.0004471304,0.001425819,0.006250876,0.001267523,0.0007125356,0.001240506,0.001180221,0.000270316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04825909,"about_ca_system_score_gemma":0.04105692,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9966702,"about_ca_topic_score_gemma":0.9965246,"domain_scores_codex":[0.9975452,0.0003139958,0.0001775014,0.0005353176,0.0006120537,0.0008158218],"domain_scores_gemma":[0.99256,0.0004735026,0.001992063,0.0003277164,0.003086041,0.001560629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005298622,0.00002587134,0.9965341,0.0000391627,0.0001277085,0.00003758446,0.0002406866,0.0001843493,0.00007284696,0.00007401918,0.0009846705,0.001625956],"study_design_scores_gemma":[0.000005814329,0.00002101308,0.998167,0.00003777272,0.00004047489,0.00003129115,0.000418264,0.0006228435,0.00002123763,0.00001696908,0.0006061696,0.00001112563],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9677485,0.0037726,0.0008331143,0.001456516,0.00005325284,0.0001443614,0.02253169,0.00006327183,0.003396619],"genre_scores_gemma":[0.9959643,0.0004920833,0.000327485,0.0001780782,0.00001167606,0.00002670115,0.002484259,0.00001112515,0.0005043725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04825909,"threshold_uncertainty_score":0.3501459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03353469337335114,"score_gpt":0.2939225107091628,"score_spread":0.2603878173358116,"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."}}