{"id":"W4407538032","doi":"10.1038/s41467-025-56776-z","title":"Characterising the asynchronous resurgence of common respiratory viruses following the COVID-19 pandemic","year":2025,"lang":"en","type":"review","venue":"Nature Communications","topic":"Respiratory viral infections research","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research; Nova Scotia Health Authority; Dalhousie University","funders":"National Natural Science Foundation of China; World Health Organization","keywords":"Human metapneumovirus; Rhinovirus; Virology; Pandemic; Virus; Metapneumovirus; Biology; Asynchrony (computer programming); Coronavirus; Influenza A virus; Respiratory system; Coronavirus disease 2019 (COVID-19); Respiratory tract infections; Medicine; Asynchronous communication","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.00572392,0.0007631916,0.003278304,0.005207567,0.0001935836,0.001556001,0.001215584,0.001009517,0.002283572],"category_scores_gemma":[0.01900977,0.0004846615,0.003681091,0.005177672,0.0003859884,0.001389623,0.0009311718,0.0008242645,0.0003160474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00154574,"about_ca_system_score_gemma":0.005485189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005660424,"about_ca_topic_score_gemma":0.0168505,"domain_scores_codex":[0.9969748,0.001196763,0.0008914627,0.0003502971,0.0004528512,0.0001337975],"domain_scores_gemma":[0.9875824,0.008776136,0.002184696,0.0001952869,0.001091347,0.0001701126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0005575726,0.00003730569,0.003203846,0.6928144,0.01182051,0.0001565518,0.0004099267,0.000597883,0.0006963515,0.001051604,0.004464517,0.2841896],"study_design_scores_gemma":[0.0004501698,0.001175391,0.04113649,0.6751959,0.07541043,0.001505788,0.001150764,0.0005688427,0.001225303,0.002551497,0.1994828,0.0001465483],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001342507,0.9976178,0.000109898,0.0002312901,0.00008113474,0.00005048309,0.0002855975,0.000004362695,0.0002768629],"genre_scores_gemma":[0.01464426,0.98404,0.0003845046,0.00031415,0.00008035712,0.00009891997,0.0003281619,0.000004205853,0.0001054424],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00572392,"threshold_uncertainty_score":0.03027135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2694018079447529,"score_gpt":0.5279012963881563,"score_spread":0.2584994884434034,"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."}}