{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006269591,0.0002241232,0.0004581319,0.000499791,0.0002446983,0.0000594761,0.0001604517,0.0001020953,0.00009588483],"category_scores_gemma":[0.0002723399,0.0002559478,0.00008436557,0.0007660953,0.00005375188,0.0001468246,0.0003407265,0.0005196633,0.000002591421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002902608,"about_ca_system_score_gemma":0.004214062,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9136397,"about_ca_topic_score_gemma":0.9955142,"domain_scores_codex":[0.9976116,0.0001397575,0.0008206994,0.0005995811,0.0003327802,0.0004956179],"domain_scores_gemma":[0.9967884,0.0001183533,0.000140201,0.001846059,0.000358596,0.0007483678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000147987,0.0002041343,0.9672672,0.0001409167,0.00007125401,0.001304353,0.0000986089,0.00008102509,0.0002200187,0.00009786807,0.02136684,0.008999807],"study_design_scores_gemma":[0.001016671,0.00004516825,0.7477326,0.0001769606,0.00004807195,0.00002780203,0.000100274,0.00003054876,0.0000483871,0.0001132671,0.2504953,0.0001649497],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838328,0.001214088,0.00004639329,0.006049939,0.0001786611,0.001199031,0.0001694127,0.00003506236,0.007274629],"genre_scores_gemma":[0.9845362,0.00005662049,0.0005644327,0.00967674,0.00006083453,0.001156742,0.0007913824,0.00005324625,0.003103776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2291284,"threshold_uncertainty_score":0.9999893,"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."}}