{"id":"W4323542726","doi":"10.14745/ccdr.v49i23a02","title":"Wastewater surveillance for earlier detection of seniors congregate living COVID-19 outbreaks in Peterborough, Ontario","year":2023,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University; McMaster University; Queen's University; Impact","funders":"Ministère de l’Environnement, de la Protection de la nature et des Parcs; Trent University","keywords":"Outbreak; Medicine; Context (archaeology); Environmental health; Wastewater; Coronavirus disease 2019 (COVID-19); Pandemic; Virology; Infectious disease (medical specialty); Disease; Geography; Environmental science; Environmental engineering; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008414317,0.0001775978,0.0004286879,0.0001754575,0.0001646377,0.00001931082,0.0001462579,0.00006510675,0.00002970659],"category_scores_gemma":[0.00283757,0.0001789248,0.0001218777,0.000413746,0.00006988919,0.00007297509,0.0001242874,0.0002502184,0.00000184637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00107352,"about_ca_system_score_gemma":0.003901642,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8703861,"about_ca_topic_score_gemma":0.9809697,"domain_scores_codex":[0.9982451,0.000110886,0.0006315589,0.0003031091,0.000330983,0.0003783166],"domain_scores_gemma":[0.9977108,0.0005816643,0.0002621701,0.0009558034,0.000181767,0.0003077758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005753508,0.0001121013,0.947471,0.0008189172,0.0001609089,0.003684072,0.0006994565,0.0005225944,0.0435576,0.000005547812,0.001139691,0.001252788],"study_design_scores_gemma":[0.004101307,0.0002151798,0.7029608,0.0008822883,0.0002179911,0.001176686,0.001845732,0.01066563,0.05014635,0.0001046849,0.2267947,0.0008885838],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977018,0.0001314319,0.00004723599,0.0003518771,0.0003165671,0.0005413012,0.00002682564,0.0001212094,0.0007617167],"genre_scores_gemma":[0.9975705,0.000007978832,0.00009476251,0.0006614626,0.00003116724,0.0001067012,0.00006022326,0.00003768254,0.001429579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2445102,"threshold_uncertainty_score":0.729634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03645880505067858,"score_gpt":0.2939847706336689,"score_spread":0.2575259655829903,"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."}}