{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006754674,0.0001026391,0.0001943265,0.00004359763,0.0003543541,0.00003422365,0.00008109256,0.00002689293,3.842107e-7],"category_scores_gemma":[0.001927215,0.00004647597,0.00001336741,0.0001559517,0.0003919303,0.00005060404,0.00011576,0.0002411152,5.626587e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003399283,"about_ca_system_score_gemma":0.0005102174,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0778399,"about_ca_topic_score_gemma":0.7240414,"domain_scores_codex":[0.9988516,0.0001363385,0.0001962317,0.0001730955,0.0003495877,0.0002931247],"domain_scores_gemma":[0.9972724,0.002286364,0.00005445228,0.0002361605,0.00002635998,0.0001242132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001633046,0.00003465791,0.9939612,0.001344184,0.0000294516,0.00001594794,0.001480276,0.000001291246,0.00001841295,0.0001099559,0.0001423802,0.002698942],"study_design_scores_gemma":[0.0007154927,0.0005023769,0.9952348,0.0001221866,0.000005871301,0.00000887868,0.001296134,0.00007287615,0.00001702296,0.0001995818,0.001780419,0.0000443046],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960362,0.001241458,1.190562e-7,0.001581728,0.00001636741,0.0009111508,0.00007833566,0.00001458344,0.0001200843],"genre_scores_gemma":[0.9950091,0.0005619811,3.783379e-7,0.004296507,0.00002006751,0.00005628115,0.000001180978,0.00000936483,0.00004520393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6462015,"threshold_uncertainty_score":0.9283009,"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."}}