{"id":"W4390096977","doi":"10.14745/ccdr.v49i1112a06","title":"Syndromic surveillance performance in Canada throughout the COVID-19 pandemic, March 1, 2020 to March 4, 2023","year":2023,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Medicine; Coronavirus; Respiratory system; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Intensive care medicine; Disease; Infectious disease (medical specialty); 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":[0.002674961,0.0005208587,0.0004038702,0.001815888,0.002813119,0.002080371,0.001563282,0.0004011029,0.001230215],"category_scores_gemma":[0.01222495,0.0003341709,0.0005052805,0.004293001,0.0008544758,0.0006038201,0.001714089,0.0007195512,0.0002959221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07892041,"about_ca_system_score_gemma":0.1028865,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9980316,"about_ca_topic_score_gemma":0.9984346,"domain_scores_codex":[0.9970708,0.0002479964,0.0001951001,0.0003409199,0.001414507,0.000730609],"domain_scores_gemma":[0.9868574,0.0006493466,0.00106908,0.0002414895,0.008609717,0.002572996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003526052,0.00008777574,0.9096317,0.000171898,0.0002064122,0.0001313883,0.002604597,0.004539299,0.000640014,0.0006741675,0.01962956,0.06133065],"study_design_scores_gemma":[0.00002507636,0.0001160756,0.9822055,0.0001430652,0.00005978183,0.00006984793,0.003162123,0.005705242,0.0006384682,0.00008049367,0.007743386,0.00005099347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9426479,0.002847091,0.0009223292,0.006048365,0.0001430573,0.0002579988,0.02940946,0.0004870585,0.01723665],"genre_scores_gemma":[0.9886064,0.0009837449,0.001233401,0.0004438445,0.00001540345,0.00004008648,0.006592692,0.00002563079,0.002058735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07892041,"threshold_uncertainty_score":0.5726103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04303009431873788,"score_gpt":0.3247735469365699,"score_spread":0.281743452617832,"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."}}