{"id":"W4390047880","doi":"10.1371/journal.pdig.0000405","title":"The effects of weather and mobility on respiratory viruses dynamics before and during the COVID-19 pandemic in the USA and Canada","year":2023,"lang":"en","type":"article","venue":"PLOS Digital Health","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundação para a Ciência e a Tecnologia; Public Health Agency; Public Health Agency of Canada; Iowa State University","keywords":"Pandemic; Outbreak; Epidemiology; Coronavirus disease 2019 (COVID-19); Virology; Biology; Medicine; Infectious disease (medical specialty); Disease","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000904489,0.0005012761,0.0004304416,0.0006478467,0.001463281,0.001396731,0.0008400817,0.0004839815,0.0009253942],"category_scores_gemma":[0.003073169,0.000197245,0.0009974545,0.0009973443,0.0009635271,0.0005155226,0.0008459481,0.0008297276,0.0001027637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01517871,"about_ca_system_score_gemma":0.01859529,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.988912,"about_ca_topic_score_gemma":0.9871294,"domain_scores_codex":[0.9993864,0.00008442283,0.00002358847,0.0001307252,0.0001078553,0.0002670062],"domain_scores_gemma":[0.9987072,0.0002484325,0.0001331178,0.00006900841,0.0005297771,0.000312497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004666991,0.0001143242,0.9190378,0.00009360805,0.0003826658,0.000250603,0.000753885,0.06098022,0.00198607,0.002030493,0.002664155,0.01123958],"study_design_scores_gemma":[0.00001871415,0.00007264324,0.9294502,0.00003621449,0.00009213758,0.00003426257,0.001428532,0.06611643,0.0004252981,0.0002914797,0.001968166,0.0000659639],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949149,0.0003552508,0.0004862945,0.0004924267,0.00002543703,0.00002135814,0.002357038,0.00002421667,0.001323099],"genre_scores_gemma":[0.9974896,0.0002749459,0.0003490683,0.00005468544,0.000006608025,0.000009040604,0.001354394,0.000007913122,0.0004536861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01517871,"threshold_uncertainty_score":0.1101298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0747690611668584,"score_gpt":0.3792695037266575,"score_spread":0.3045004425597991,"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."}}