{"id":"W2107961487","doi":"10.1128/aac.05411-11","title":"Seasonal Variations in Clostridium difficile Infections Are Associated with Influenza and Respiratory Syncytial Virus Activity Independently of Antibiotic Prescriptions: a Time Series Analysis in Québec, Canada","year":2011,"lang":"en","type":"article","venue":"Antimicrobial Agents and Chemotherapy","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital de l'Enfant-Jésus; Centre hospitalier universitaire de Québec; McGill University Health Centre; Institut National de Santé Publique du Québec","funders":"","keywords":"Incidence (geometry); Diarrhea; Virus; Clostridium difficile; Respiratory system; Medicine; Medical prescription; Antibiotics; Influenza A virus; Internal medicine; Virology; Biology; Microbiology; Pharmacology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001631686,0.0002166271,0.0005431052,0.0003934606,0.0001052397,0.00002572904,0.00007328937,0.0001451375,0.0002122335],"category_scores_gemma":[0.00007379565,0.0001970828,0.00006761857,0.0009882181,0.0001569163,0.0001391024,0.00004708728,0.0002948072,9.617816e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002806851,"about_ca_system_score_gemma":0.0008916857,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4144185,"about_ca_topic_score_gemma":0.7748868,"domain_scores_codex":[0.9986277,0.00009627309,0.0003419378,0.0003557977,0.0002668092,0.0003114417],"domain_scores_gemma":[0.9993139,0.00005711553,0.000176891,0.0002015174,0.0001294842,0.0001210889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009157282,0.001466493,0.9622415,0.00006671302,0.0006803568,0.00006346583,0.0005022937,0.0000225445,0.03294063,0.000006111034,0.0007212842,0.0003728849],"study_design_scores_gemma":[0.002796081,0.000287028,0.9465189,0.0001581949,0.0002353434,0.000009915811,0.00008346686,0.0002928409,0.04904265,0.000001807628,0.0003786588,0.000195102],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987241,0.00006308439,0.000007815393,0.0004000544,0.00002179133,0.000392951,0.0001951393,0.00001718395,0.0001778509],"genre_scores_gemma":[0.9990054,0.0001824247,0.00002139341,0.0006052746,0.0000230873,0.000008273948,0.00002164006,0.00002228044,0.0001101989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3604683,"threshold_uncertainty_score":0.8036805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02373669852310331,"score_gpt":0.256310471663931,"score_spread":0.2325737731408277,"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."}}