{"id":"W4318169184","doi":"10.1128/msphere.00034-23","title":"Virology under the Microscope—a Call for Rational Discourse","year":2023,"lang":"en","type":"article","venue":"mSphere","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":10,"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 Allergy and Infectious Diseases; 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; Natural Sciences and Engineering Research Council of Canada; Pfizer; Moderna; Centers for Disease Control and Prevention; Zoetis; Novavax; Iowa State University; GlaxoSmithKline; Directorate for Biological Sciences; National Institutes of Health; Associazione Italiana per la Ricerca sul Cancro; U.S. Department of Defense; Eli Lilly and Company; Fast Grants; United States Agency for International Development; Biomedical Advanced Research and Development Authority; Ohio State University; Deutsche Forschungsgemeinschaft; National Science Foundation; UK Research and Innovation; AstraZeneca; Bill and Melinda Gates Foundation; Coalition for Epidemic Preparedness Innovations; National Cancer Institute; Gilead Sciences; U.S. Department of Agriculture","keywords":"Immunosuppression; Humanity; Virology; Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Disease; Medicine; 2019-20 coronavirus outbreak; Immunology; Infectious disease (medical specialty); Pathology; Political science","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":[0.1781131,0.001746365,0.003406254,0.005305895,0.02336775,0.03782882,0.007907265,0.04806357,0.004703937],"category_scores_gemma":[0.1219249,0.00146788,0.002018748,0.002563807,0.1843536,0.06560831,0.02193754,0.07150469,0.001824437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02152639,"about_ca_system_score_gemma":0.03245607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005507581,"about_ca_topic_score_gemma":0.002944768,"domain_scores_codex":[0.8694171,0.09746615,0.004534304,0.008077619,0.01589998,0.004604862],"domain_scores_gemma":[0.7139976,0.2475916,0.007125496,0.01085442,0.01213641,0.008294455],"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":[0.00003289416,0.00004207878,0.0001371974,0.0001964076,0.00001766745,0.0001770755,0.03143374,0.0002348293,0.0002232279,0.9131477,0.04652414,0.007832906],"study_design_scores_gemma":[0.00003161438,0.00002432466,0.00006937804,0.0006110801,0.00001075451,0.0001135145,0.01536258,0.0003091249,0.0001558158,0.7931167,0.1901507,0.00004437975],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001366702,0.00913544,0.003364483,0.9735197,0.003552976,0.00001902498,0.00001838367,0.0000371933,0.008986213],"genre_scores_gemma":[0.2497135,0.01687747,0.01563557,0.6840186,0.02500148,0.0002617214,0.00008159613,0.0003658434,0.008044258],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1781131,"threshold_uncertainty_score":0.9419632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04673157807881114,"score_gpt":0.392803552148544,"score_spread":0.3460719740697328,"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."}}