{"id":"W4318069271","doi":"10.1128/mbio.00188-23","title":"Virology under the Microscope—a Call for Rational Discourse","year":2023,"lang":"en","type":"article","venue":"mBio","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Western University; Queen's University","funders":"National Institute of Dental and Craniofacial Research; National Institute of General Medical Sciences; Biotechnology and Biological Sciences Research Council; Medical Research Council; Canadian Institutes of Health Research; Plant Sciences Institute, Iowa State University; Advanced Research Projects Agency; Defense Advanced Research Projects Agency; Directorate for Biological Sciences; Centers for Disease Control and Prevention; Deutsche Forschungsgemeinschaft; Vir Biotechnology; Natural Sciences and Engineering Research Council of Canada; Pfizer; Moderna; Zoetis; Novavax; Iowa State University; Associazione Italiana per la Ricerca sul Cancro; Eli Lilly and Company; U.S. Department of Defense; Fast Grants; United States Agency for International Development; Biomedical Advanced Research and Development Authority; Ohio State University; Coalition for Epidemic Preparedness Innovations; Oregon Health and Science University; National Science Foundation; UK Research and Innovation; AstraZeneca; National Institute of Allergy and Infectious Diseases; Australian Government; Bill and Melinda Gates Foundation; National Cancer Institute; Gilead Sciences; National Institutes of Health; Regeneron Pharmaceuticals; U.S. Department of Agriculture","keywords":"Virology; Immunosuppression; Humanity; Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Disease; 2019-20 coronavirus outbreak; Medicine; Infectious disease (medical specialty); Immunology; Political science; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.1761554,0.001712858,0.003382013,0.005463597,0.02294323,0.03824994,0.007794227,0.04698723,0.004712705],"category_scores_gemma":[0.1246478,0.001489785,0.001931971,0.002602892,0.1844775,0.06383619,0.02189793,0.06913611,0.001794962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02170135,"about_ca_system_score_gemma":0.03088693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005470328,"about_ca_topic_score_gemma":0.002864423,"domain_scores_codex":[0.8717817,0.09614666,0.004331984,0.007985316,0.01519344,0.004560833],"domain_scores_gemma":[0.7145295,0.2477158,0.007262905,0.01088417,0.01127076,0.008336831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003382019,0.00003951862,0.0001428004,0.0001975554,0.00001731622,0.0001785498,0.03161537,0.0002300832,0.0002130233,0.9142084,0.04499818,0.008125389],"study_design_scores_gemma":[0.00003060859,0.00002292425,0.000071669,0.00063629,0.00001051537,0.0001144025,0.01482878,0.0002930024,0.0001462106,0.7946477,0.1891548,0.00004296703],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001378956,0.009836436,0.00332979,0.9728462,0.00343162,0.0000185547,0.00001859465,0.00003747041,0.009102449],"genre_scores_gemma":[0.2631463,0.01883193,0.01575236,0.6677316,0.0257634,0.0002782761,0.00008464327,0.0003737425,0.008037644],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1761554,"threshold_uncertainty_score":0.93161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05572756658819965,"score_gpt":0.4074698924301118,"score_spread":0.3517423258419122,"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."}}