{"id":"W4382502043","doi":"10.3201/eid2908.221580","title":"Omicron COVID-19 Case Estimates Based on Previous SARS-CoV-2 Wastewater Load, Regional Municipality of Peel, Ontario, Canada","year":2023,"lang":"en","type":"article","venue":"Emerging infectious diseases","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Waterloo","keywords":"Wastewater; Coronavirus disease 2019 (COVID-19); Outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Sampling (signal processing); Veterinary medicine; Environmental science; Medicine; Environmental engineering; Virology; Internal medicine; Telecommunications; Disease; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000766207,0.0005478857,0.0003188754,0.001410167,0.0007284117,0.0007973432,0.0007962199,0.0001528243,0.001448187],"category_scores_gemma":[0.002932101,0.0003539731,0.0004685067,0.001496778,0.0002722174,0.0002733852,0.0006465135,0.0002725509,0.000210913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01238948,"about_ca_system_score_gemma":0.009370061,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9723528,"about_ca_topic_score_gemma":0.9862001,"domain_scores_codex":[0.9992808,0.00007824459,0.00005426987,0.0001634168,0.0002739404,0.0001492611],"domain_scores_gemma":[0.9980704,0.0002256054,0.0005098648,0.00008256053,0.0009158515,0.0001957114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007039759,0.00001261484,0.9907403,0.00003924678,0.00007382087,0.00006911423,0.0001747751,0.002994295,0.0005827683,0.00006767236,0.0008985396,0.004276494],"study_design_scores_gemma":[0.000007824702,0.0000156299,0.995312,0.00001445934,0.00002129753,0.00003070667,0.0002268704,0.003047184,0.000290859,0.00002338907,0.001001953,0.000007789909],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826908,0.0004358175,0.002723015,0.0001142244,0.000007956716,0.00010575,0.01052817,0.00008788022,0.00330644],"genre_scores_gemma":[0.9893219,0.0002544216,0.001975404,0.00003233821,0.000006265474,0.00004642619,0.006697563,0.00001734042,0.001648425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0276472,"threshold_uncertainty_score":0.08989239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04943271971158212,"score_gpt":0.324338656551077,"score_spread":0.2749059368394948,"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."}}