{"id":"W4294708730","doi":"10.1016/j.scitotenv.2022.158458","title":"Understanding the dynamic relation between wastewater SARS-CoV-2 signal and clinical metrics throughout the pandemic","year":2022,"lang":"en","type":"article","venue":"The Science of The Total Environment","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":false,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa","funders":"","keywords":"Incidence (geometry); Vaccination; Pandemic; Medicine; Disease; Population; Disease burden; Transmission (telecommunications); Wastewater; Environmental health; Immunization; Coronavirus disease 2019 (COVID-19); Virology; Immunology; Infectious disease (medical specialty); Environmental science; Internal medicine; Environmental engineering; Antibody","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.003843721,0.0001104734,0.0001590985,0.00005474491,0.001367586,0.00003194749,0.000445113,0.00003111579,0.0000253909],"category_scores_gemma":[0.0001927451,0.00004582682,0.0001105696,0.0005005575,0.00176364,0.00008174748,0.0006961927,0.0005382152,0.000009637773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004028887,"about_ca_system_score_gemma":0.00005200827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003294336,"about_ca_topic_score_gemma":0.000001004416,"domain_scores_codex":[0.9980387,0.0002701264,0.0003343821,0.0002567146,0.0008689836,0.000231056],"domain_scores_gemma":[0.9986377,0.0006083786,0.000224631,0.0005005212,0.000007110034,0.0000216049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001308759,0.0001425763,0.02323215,0.00001484994,0.0001699256,0.000002574991,0.004031288,0.006327168,0.9604212,0.0006371409,0.00008781394,0.004802412],"study_design_scores_gemma":[0.003164021,0.001648309,0.4791377,0.00009979521,0.001380141,0.0006221816,0.0146521,0.2179085,0.2651372,0.01498668,0.0006775806,0.0005857724],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952284,0.00009801239,0.0005867835,0.002851394,0.000219857,0.0004398099,0.000004011526,0.00001778478,0.0005539377],"genre_scores_gemma":[0.9994337,0.00001680231,0.00006186615,0.0002831155,0.00004929576,0.000009569215,5.118897e-7,0.00001036192,0.0001347988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.695284,"threshold_uncertainty_score":0.9999325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1359236009330247,"score_gpt":0.3430068017494836,"score_spread":0.207083200816459,"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."}}