{"id":"W4401210017","doi":"10.1038/s41598-024-68634-x","title":"The public health impact of COVID-19 variants of concern on the effectiveness of contact tracing in Vermont, United States","year":2024,"lang":"en","type":"article","venue":"Scientific Reports","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Centers for Disease Control and Prevention","keywords":"Contact tracing; Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Public health; Virology; Strain (injury); Pandemic; Viral load; Medicine; Transmission (telecommunications); Disease; Environmental health; Biology; Infectious disease (medical specialty); Outbreak; Internal medicine; Virus; Computer science; Pathology; Telecommunications","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":[0.004584669,0.00020649,0.0002056236,0.001369882,0.0006103549,0.001058168,0.0006748484,0.0004451261,0.0008826463],"category_scores_gemma":[0.0148601,0.0001666043,0.0003004387,0.001412328,0.0006344489,0.0005373635,0.001041855,0.0006213789,0.00005418535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005427958,"about_ca_system_score_gemma":0.003169659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.36243,"about_ca_topic_score_gemma":0.4242833,"domain_scores_codex":[0.995442,0.002786737,0.00021108,0.0003176235,0.0007381953,0.0005043254],"domain_scores_gemma":[0.9850993,0.006383515,0.005452435,0.0004271231,0.001782336,0.0008553455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001431013,0.00006739853,0.9846137,0.0000431358,0.0001577839,0.0001093914,0.0001937432,0.001056469,0.0001624463,0.0002717869,0.0006246548,0.01255641],"study_design_scores_gemma":[0.000007792736,0.0001475117,0.9966213,0.0001116188,0.00006405983,0.00008948404,0.0005614645,0.001246468,0.0001762547,0.00007541049,0.0008928756,0.000005815598],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992914,0.002054548,0.0001930619,0.0009190697,0.00001632472,0.00003692098,0.001049542,0.000005804772,0.002810846],"genre_scores_gemma":[0.9987452,0.0004903481,0.0001467728,0.0001163019,0.00001030109,0.000007213499,0.0003165966,0.000001021261,0.0001660976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.36243,"threshold_uncertainty_score":0.7206408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2623097947915526,"score_gpt":0.4636957329938698,"score_spread":0.2013859382023172,"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."}}