{"id":"W3168893505","doi":"10.14745/ccdr.v47i56a04","title":"Beyond flu: Trends in respiratory infection outbreaks in Ontario healthcare settings from 2007 to 2017, and implications for non-influenza outbreak management","year":2021,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Respiratory viral infections research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Toronto Public Health; Western University; North York General Hospital; University of Toronto; Public Health Ontario","funders":"Government of Canada","keywords":"Outbreak; Case fatality rate; Medicine; Attack rate; Epidemiology; Environmental health; Virology; Emergency medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0007494114,0.0003557384,0.0002648586,0.001944209,0.001301698,0.001304171,0.0009545161,0.0003190828,0.001879715],"category_scores_gemma":[0.00353195,0.0002962383,0.0005338859,0.002984043,0.0004532175,0.0008621896,0.001070001,0.0004595908,0.0002061719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02703938,"about_ca_system_score_gemma":0.02540134,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9760823,"about_ca_topic_score_gemma":0.9880159,"domain_scores_codex":[0.9990283,0.00005824401,0.0001223801,0.0001525489,0.0003455031,0.0002929882],"domain_scores_gemma":[0.9957821,0.000181183,0.001578231,0.00007950476,0.001677634,0.0007012595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008721188,0.00001414971,0.985244,0.0002707905,0.00005219473,0.00008545216,0.001277414,0.0001526489,0.0002628108,0.00007498764,0.005803705,0.006674592],"study_design_scores_gemma":[0.000002474725,0.00001137167,0.9974214,0.00005286051,0.00001181784,0.00002490722,0.0009117285,0.0001175752,0.00002862313,0.000009308445,0.00140362,0.000004351478],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9264783,0.006222189,0.0004075175,0.003462683,0.0000713776,0.0001762125,0.05557423,0.00008791516,0.007519618],"genre_scores_gemma":[0.9809863,0.002825086,0.0004568143,0.0003463544,0.00004124955,0.00007827252,0.01348353,0.00001635307,0.00176597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02703938,"threshold_uncertainty_score":0.1961854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05811804365491951,"score_gpt":0.3726497479396725,"score_spread":0.314531704284753,"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."}}