{"id":"W4399886311","doi":"10.1038/s41597-024-03414-w","title":"SARS-CoV-2 viral titer measurements in Ontario, Canada wastewaters throughout the COVID-19 pandemic","year":2024,"lang":"en","type":"article","venue":"Scientific Data","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; Ministry of the Environment, Conservation and Parks; University of Windsor; Trent University; University of Guelph; Ontario Tech University; McMaster University; Queen's University; Western University; University of Toronto; Health Sciences North; Ottawa Hospital; Toronto Metropolitan University; Carleton University; University of Waterloo; University of Ottawa","funders":"Ministère de l’Environnement, de la Protection de la nature et des Parcs; Canadian Institutes of Health Research; University of Waterloo; University of Toronto; University of Ontario Institute of Technology; Trent University; Queen's University; McMaster University; University of Windsor; University of Ottawa","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Virology; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Titer; Betacoronavirus; Biology; Medicine; Virus; Outbreak; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0009621837,0.0004476769,0.0004567065,0.002015017,0.002306086,0.001483052,0.0009862211,0.0004549534,0.001623772],"category_scores_gemma":[0.004042913,0.0002848046,0.0005035237,0.006424111,0.0007671834,0.0004731944,0.00104524,0.0004115773,0.0005399539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03165961,"about_ca_system_score_gemma":0.04597849,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9949639,"about_ca_topic_score_gemma":0.9964865,"domain_scores_codex":[0.998283,0.000117223,0.0001261921,0.000303368,0.0007705525,0.0003996762],"domain_scores_gemma":[0.9960556,0.0001975418,0.0004051718,0.0001942471,0.002862238,0.0002852981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006400846,0.00008992533,0.8506202,0.000961142,0.0002201175,0.0004383273,0.003338502,0.005485157,0.003701061,0.001410128,0.0866292,0.04646623],"study_design_scores_gemma":[0.00005231301,0.00004979627,0.9106176,0.0002778555,0.00007526625,0.0001048245,0.003827494,0.003386235,0.001552993,0.0003066302,0.07967061,0.00007833777],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5436605,0.002081101,0.002535449,0.002947014,0.0001183161,0.0003313973,0.4287931,0.0003858717,0.0191473],"genre_scores_gemma":[0.7535245,0.002309735,0.00535827,0.0007853908,0.00005626091,0.0002808392,0.2256413,0.0001096392,0.01193405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03165961,"threshold_uncertainty_score":0.2297076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2744851924528665,"score_gpt":0.3861850209734499,"score_spread":0.1116998285205834,"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."}}