{"id":"W4383066888","doi":"10.32388/4xpoyv","title":"Review of: \"Evolution of new variants of SARS-CoV-2 during the pandemic: mutation-limited or selection-limited?\"","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Selection (genetic algorithm); Pandemic; Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Mutation; Biology; 2019-20 coronavirus outbreak; Positive selection; Genetics; Computational biology; Virology; Gene; Computer science; Medicine; Artificial intelligence; Outbreak; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001710967,0.000944894,0.002047961,0.00304015,0.0005727709,0.002175843,0.001752286,0.002611242,0.01869171],"category_scores_gemma":[0.008194868,0.0003564077,0.0008064551,0.003573335,0.0009751261,0.003481283,0.001412439,0.00260208,0.008810163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001322541,"about_ca_system_score_gemma":0.00283172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001728205,"about_ca_topic_score_gemma":0.002246141,"domain_scores_codex":[0.9989576,0.0002005808,0.0002234898,0.000214209,0.0003391509,0.00006492521],"domain_scores_gemma":[0.9955394,0.001896123,0.0004530891,0.0001065688,0.001644867,0.0003599531],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000755215,0.00001527346,0.0001554512,0.01475441,0.00004628024,0.0001301467,0.000100033,0.00007868376,0.0002978002,0.00166362,0.8379528,0.14473],"study_design_scores_gemma":[0.000007061328,0.00002578519,0.0003802586,0.004240241,0.00003977098,0.0004202744,0.00005158068,0.0000156705,0.00005939097,0.0004842699,0.9942647,0.00001115344],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.0001805442,0.9195619,0.0003394964,0.02668777,0.04802134,0.000035329,0.0007160922,0.00006570752,0.004391806],"genre_scores_gemma":[0.001535642,0.9283532,0.0003270122,0.0210029,0.04168169,0.00004533225,0.001060377,0.00004436396,0.005949417],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.998289,"threshold_uncertainty_score":0.06253004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1280071543475188,"score_gpt":0.4135693413720519,"score_spread":0.2855621870245332,"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."}}