{"id":"W4388863807","doi":"10.1038/s41467-023-43043-2","title":"Isolation may select for earlier and higher peak viral load but shorter duration in SARS-CoV-2 evolution","year":2023,"lang":"en","type":"article","venue":"Nature Communications","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Moonshot Research and Development Program; Ministry of Education, Culture, Sports, Science and Technology; Core Research for Evolutional Science and Technology; Japan Science and Technology Agency; Secom Science and Technology Foundation; National Research Foundation of Korea; Japan Society for the Promotion of Science; Ministry of Science and ICT, South Korea; JST-Mirai Program; ACT-X; National Research Foundation; University of Tokyo; Japan Agency for Medical Research and Development","keywords":"Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Viral load; Sars virus; Duration (music); Virology; Isolation (microbiology); Biology; Patient isolation; Coronavirus Infections; Betacoronavirus; Medicine; Bioinformatics; Virus; Outbreak; Physics; Infectious disease (medical specialty); Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008578521,0.0003207851,0.0003835425,0.0003315696,0.0003256702,0.000944769,0.0003967941,0.0006739576,0.002893162],"category_scores_gemma":[0.003271559,0.0002182648,0.000579075,0.000214983,0.0005936032,0.0007189596,0.0004858743,0.0006593397,0.0002800996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005542918,"about_ca_system_score_gemma":0.0004266261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002351544,"about_ca_topic_score_gemma":0.002461158,"domain_scores_codex":[0.9996679,0.0001115863,0.00001470398,0.000108491,0.0000274628,0.00006993049],"domain_scores_gemma":[0.9990612,0.0003293603,0.0003859632,0.00006310163,0.00003770583,0.0001226347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001239654,0.0005571346,0.6692611,0.0002068555,0.0005099339,0.001401653,0.000764615,0.165822,0.1071029,0.02447303,0.001895682,0.02676547],"study_design_scores_gemma":[0.00008256271,0.0006856652,0.4765742,0.00004088745,0.0001785445,0.000962417,0.0008304089,0.4848362,0.007341942,0.02626775,0.002073368,0.0001261146],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923913,0.0001352971,0.005758462,0.0004328953,0.0000114485,0.000007478993,0.0001222181,0.00004408012,0.001096735],"genre_scores_gemma":[0.9988101,0.0000549067,0.0006737121,0.00007838329,0.000005812013,0.000006371905,0.00007475013,0.00000954515,0.0002865247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002893162,"threshold_uncertainty_score":0.009678543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05498044830390996,"score_gpt":0.3884568542019271,"score_spread":0.3334764058980171,"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."}}