{"id":"W4414084948","doi":"10.1007/s11033-025-11009-w","title":"Emerging SARS-CoV-2 variants: genomic shifts, immune evasion, and therapeutic perspectives","year":2025,"lang":"en","type":"article","venue":"Molecular Biology Reports","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Monoclonal antibody; Immune system; Vaccine efficacy; Antibody; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Acquired immune system; Evasion (ethics)","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0005579814,0.0002251044,0.0004335103,0.0003148734,0.000136714,0.00002623654,0.0001089034,0.0002235653,0.000007697587],"category_scores_gemma":[0.0002732828,0.0001908444,0.000141737,0.0003348113,0.000274476,0.00002553589,0.0001862358,0.0003078424,0.000008306136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001065985,"about_ca_system_score_gemma":0.0003304774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002008144,"about_ca_topic_score_gemma":0.000008269709,"domain_scores_codex":[0.99818,0.0001451279,0.000431256,0.0006973681,0.0001366833,0.0004095846],"domain_scores_gemma":[0.9989843,0.00004826888,0.0001143528,0.0006777915,0.0001514175,0.00002387168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001114671,0.00009745347,0.03988855,0.00004661686,0.0003646286,0.001565464,0.0003342866,1.148922e-7,0.9516095,0.001340069,0.00005440113,0.004587476],"study_design_scores_gemma":[0.001337118,0.0003411696,0.07822748,0.0001356986,0.0002586484,0.00140509,0.0005392348,0.0001205944,0.8529023,0.01210267,0.05227855,0.0003514817],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9609601,0.03025176,0.003233299,0.001460063,0.0002733248,0.0004673205,0.0000012678,0.00008236653,0.003270481],"genre_scores_gemma":[0.9825263,0.00005914556,0.0002329079,0.01700325,0.00004172393,0.00004618813,0.000005716714,0.00002678472,0.00005797406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09870721,"threshold_uncertainty_score":0.7782408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01998178505657341,"score_gpt":0.3543369065183855,"score_spread":0.3343551214618121,"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."}}