{"id":"W2088512859","doi":"10.1086/502022","title":"The Role of Nurse Understaffing in Nosocomial Viral Gastrointestinal Infections on a General Pediatrics Ward","year":2002,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Hospital for Sick Children","funders":"","keywords":"Medicine; Population; Pediatrics; Confidence interval; Incidence (geometry); Outbreak; Emergency medicine; Internal medicine","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":[0.0009211652,0.0002197121,0.000614821,0.0002727599,0.0002829341,0.00001162613,0.00004792194,0.0001890624,0.00003385855],"category_scores_gemma":[0.004368286,0.0001679672,0.0001959895,0.0002249156,0.0002725434,0.00008857947,0.00001803572,0.00069433,0.00002115327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001985604,"about_ca_system_score_gemma":0.00005539817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001681897,"about_ca_topic_score_gemma":0.0004659954,"domain_scores_codex":[0.9976935,0.000543137,0.0008042094,0.0003350663,0.0001194273,0.000504597],"domain_scores_gemma":[0.996336,0.00273929,0.0003336173,0.0002197289,0.0002119848,0.0001593934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002686126,0.0003389463,0.9612463,0.00002870104,0.00003294547,0.000007227609,0.0001167024,0.001085219,0.0001327974,0.01802459,0.0003304014,0.01838757],"study_design_scores_gemma":[0.006558124,0.007649758,0.8992775,0.00008908001,0.0001201019,0.000435039,0.0001389323,0.07373156,0.00001786357,0.00664385,0.005071594,0.0002665899],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790807,0.0009923055,0.002534194,0.01276426,0.0009727629,0.000908447,0.0000119991,0.000103759,0.002631621],"genre_scores_gemma":[0.9974893,0.0003999265,0.0001760985,0.0008661937,0.0008769427,0.0001116586,0.000004247705,0.00001936277,0.00005620861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07264633,"threshold_uncertainty_score":0.6849505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02057789298521139,"score_gpt":0.2984776733239776,"score_spread":0.2778997803387662,"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."}}