{"id":"W3163427272","doi":"10.1101/2021.05.10.21256996","title":"Quantifying the potential dominance of immune-evading SARS-CoV-2 variants in the United States","year":2021,"lang":"en","type":"preprint","venue":"medRxiv","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Notsew Orm Sands Foundation; National Institutes of Health; National Science Foundation","keywords":"Dominance (genetics); Immune escape; Immune system; Biology; Vaccination; Virology; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Antibody; Coronavirus disease 2019 (COVID-19); Evasion (ethics); Immunology; Evolutionary biology; Genetics; Infectious disease (medical specialty); Medicine; Disease; Gene","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":[0.001183604,0.0003060014,0.0003434917,0.0003682809,0.000236089,0.0009783864,0.0002639259,0.0004260681,0.00121484],"category_scores_gemma":[0.003019943,0.0001806851,0.0002381878,0.0003627133,0.0002270031,0.0006949439,0.0005093208,0.0003722908,0.0001326078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007096498,"about_ca_system_score_gemma":0.0005787461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01997488,"about_ca_topic_score_gemma":0.01517021,"domain_scores_codex":[0.9996025,0.0001578651,0.0000119061,0.0001065948,0.00003791078,0.00008331386],"domain_scores_gemma":[0.9991713,0.0004361458,0.0001650393,0.0000578768,0.00009598456,0.00007361484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007151892,0.0002689312,0.3034301,0.00005835023,0.0002459093,0.0004468219,0.0001688912,0.6541189,0.006521822,0.01237909,0.003565429,0.01808062],"study_design_scores_gemma":[0.00002928125,0.0002498514,0.05629197,0.00002001662,0.00005687258,0.0001578216,0.0004155668,0.9345477,0.001499276,0.004877401,0.001829071,0.00002523398],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945135,0.0002302933,0.002640564,0.0002642102,0.00001047316,0.000008694246,0.0005010241,0.00002130847,0.001809966],"genre_scores_gemma":[0.9981438,0.00007888936,0.0008602358,0.00005905622,0.000004113992,0.000004269854,0.0004244143,0.000004688654,0.0004204696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01997488,"threshold_uncertainty_score":0.03971726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09461478869392806,"score_gpt":0.3795381343211628,"score_spread":0.2849233456272348,"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."}}