{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007052135,0.0001693419,0.0009220225,0.0001566037,0.00007258224,0.00001767537,0.0001510546,0.0001095548,0.00003286161],"category_scores_gemma":[0.001412469,0.0001342458,0.000071601,0.001016562,0.00006476037,0.00005831641,0.0001725029,0.000518746,0.000001702971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001234912,"about_ca_system_score_gemma":0.001472154,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9818243,"about_ca_topic_score_gemma":0.9962314,"domain_scores_codex":[0.9973636,0.0006804342,0.0007913241,0.0003197214,0.0004086562,0.0004362302],"domain_scores_gemma":[0.9984632,0.0004452004,0.0003251611,0.0004498326,0.0002576141,0.00005901902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000222913,0.001216762,0.9707499,0.0001062341,0.00005789851,0.00004706626,0.0008027968,0.0003638527,0.0244226,0.00002330894,0.0002778926,0.001708815],"study_design_scores_gemma":[0.002421568,0.0002689049,0.9609156,0.0002473968,0.00003767421,0.000005988038,0.00144911,0.00005966983,0.03444101,0.0000118657,0.00003754573,0.0001037291],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974636,0.0009883209,0.000001280351,0.0005711031,0.00006666975,0.000720521,0.0001477791,0.00001517053,0.00002552085],"genre_scores_gemma":[0.9990792,0.0005103638,0.00003322566,0.00009991676,0.00004650859,0.000009776339,0.0001270641,0.00001592079,0.00007804333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01440716,"threshold_uncertainty_score":0.5474386,"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."}}