{"id":"W3152510575","doi":"10.1093/biosci/biab037","title":"The virus evolves: four public health priorities for reducing the evolutionary potential of SARS-CoV-2","year":2021,"lang":"en","type":"article","venue":"BioScience","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Sars virus; 2019-20 coronavirus outbreak; Public health; Virology; Virus; Pandemic; Biology; Medicine; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03559905,0.00223859,0.002431423,0.002347001,0.004421696,0.0180728,0.006072766,0.02415377,0.022507],"category_scores_gemma":[0.06253577,0.0007388132,0.002554516,0.001510938,0.009199224,0.01635997,0.01481864,0.02640384,0.006288552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007027533,"about_ca_system_score_gemma":0.04866815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007591031,"about_ca_topic_score_gemma":0.009694344,"domain_scores_codex":[0.9801947,0.00949873,0.0009131631,0.001669811,0.003917943,0.003805666],"domain_scores_gemma":[0.9491958,0.02188481,0.00305866,0.003045273,0.01043081,0.01238469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001041191,0.0008351282,0.004751991,0.007097777,0.0004872493,0.0009391412,0.004398211,0.00236605,0.00570019,0.1864126,0.4554757,0.3304947],"study_design_scores_gemma":[0.0003907393,0.000897439,0.005861396,0.009444754,0.0005494453,0.0005654476,0.01034186,0.002555934,0.004664952,0.3155405,0.6488051,0.0003823836],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002782034,0.03105697,0.009264021,0.9370618,0.008619861,0.0001661606,0.0003446322,0.0003806844,0.01032381],"genre_scores_gemma":[0.1514117,0.06751749,0.06111685,0.6870147,0.01191601,0.001219365,0.001123058,0.0007480754,0.01793276],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03559905,"threshold_uncertainty_score":0.1882681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4602141585040352,"score_gpt":0.4531206017059449,"score_spread":0.007093556798090261,"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."}}