{"id":"W4388262663","doi":"10.3934/dcdsb.2023180","title":"Effects of antiviral drugs on COVID-19 treatment","year":2023,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - B","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Natural Science Foundation of Zhejiang Province; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Coronavirus disease 2019 (COVID-19); Drug; Coronavirus; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Angiotensin-converting enzyme 2; Receptor; Drug treatment; 2019-20 coronavirus outbreak; Medicine; Antiviral drug; Virology; Immunology; Disease; Virus; Pharmacology; Infectious disease (medical specialty); Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002551374,0.0002401987,0.0006818673,0.0002078376,0.00009191349,0.00004229202,0.000104394,0.0001519499,0.000001528368],"category_scores_gemma":[0.0002011603,0.0001678853,0.0001820688,0.0003508281,0.0001612471,0.0000400603,0.00006286267,0.0001441951,0.00005426896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001690339,"about_ca_system_score_gemma":0.0001224651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001532571,"about_ca_topic_score_gemma":0.00002070331,"domain_scores_codex":[0.9981806,0.0001543794,0.0003371476,0.0004309738,0.0004533528,0.0004434923],"domain_scores_gemma":[0.9988927,0.0005273689,0.00008386299,0.0003052987,0.00004761776,0.0001431611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00877583,0.002557277,0.3950105,0.01555665,0.002868017,0.006541956,0.009434548,0.0000141542,0.3895515,0.03790781,0.004099937,0.1276818],"study_design_scores_gemma":[0.07746989,0.03742246,0.1199106,0.005352732,0.002311397,0.0003835872,0.01150311,0.1386294,0.1079538,0.001766861,0.4934709,0.003825238],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936461,0.0004979283,0.0001513752,0.0003533967,0.0001749541,0.001128734,0.00003851489,0.0001770808,0.003831944],"genre_scores_gemma":[0.9966543,0.00002528726,0.000003892733,0.002239328,0.0001244228,0.00014742,0.00002380455,0.00003142755,0.0007501614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4893709,"threshold_uncertainty_score":0.6846165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01669380500076179,"score_gpt":0.3232004607675755,"score_spread":0.3065066557668137,"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."}}