{"id":"W3139813489","doi":"10.14745/ccdr.v47i03a02","title":"Seasonality of coronaviruses and other respiratory viruses in Canada: Implications for COVID-19","year":2021,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Respiratory viral infections research","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada; University of Manitoba; Manitoba Health","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Rhinovirus; Human metapneumovirus; Coronavirus; Outbreak; Virology; Enterovirus; Respiratory system; Metapneumovirus; Virus; Biology; Middle East respiratory syndrome coronavirus; Middle East respiratory syndrome; Respiratory tract infections; Medicine; Coronavirus disease 2019 (COVID-19); 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000481379,0.0001312643,0.0003747494,0.00003209423,0.0001791273,0.00001344594,0.0001560879,0.00003866701,0.0001330745],"category_scores_gemma":[0.003512125,0.0001372657,0.00005631293,0.0003560921,0.0001556229,0.00005572301,0.0001542627,0.0001896126,1.549531e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002283298,"about_ca_system_score_gemma":0.09624007,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9948146,"about_ca_topic_score_gemma":0.9996623,"domain_scores_codex":[0.9983146,0.0002086724,0.0005732508,0.0002963795,0.0003330021,0.0002741149],"domain_scores_gemma":[0.9966514,0.0005412381,0.0001618693,0.001429351,0.0004058758,0.0008103137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000133811,0.0001030162,0.986997,0.0003287041,0.00006442576,0.0006026042,0.000007044022,0.00006062004,0.0008132427,0.0006286078,0.009913379,0.000347514],"study_design_scores_gemma":[0.00053041,0.00001588218,0.5610946,0.00004148497,0.00003929435,0.00006887753,0.0001191115,0.000022049,0.000416066,0.00009564194,0.4374662,0.00009043371],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890751,0.00632566,0.00004244359,0.001865125,0.00004275533,0.0006410871,0.0007879493,0.00001542017,0.001204423],"genre_scores_gemma":[0.9815712,0.00003592614,0.00009249128,0.01784215,0.00001858413,0.0002359062,0.00004441666,0.00002546373,0.0001338499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4275528,"threshold_uncertainty_score":0.9088834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1961185119144267,"score_gpt":0.4285914685510019,"score_spread":0.2324729566365752,"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."}}