{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002567527,0.0002440347,0.0001415611,0.0005379972,0.001304202,0.0006541537,0.0004588578,0.0001922292,0.001358567],"category_scores_gemma":[0.0009914383,0.0001736143,0.0001337359,0.000509525,0.0003620811,0.0001873725,0.0005072738,0.0002332274,0.0001375326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008382648,"about_ca_system_score_gemma":0.009852516,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9212827,"about_ca_topic_score_gemma":0.9824577,"domain_scores_codex":[0.9997521,0.00004070182,0.00001099666,0.00004053912,0.00007050238,0.00008509767],"domain_scores_gemma":[0.9993198,0.00005294092,0.0001232124,0.00002138721,0.0003150401,0.0001676261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002142016,0.0001016807,0.955807,0.0001036171,0.00002983896,0.0004413377,0.002326509,0.0002694035,0.01150804,0.00009095547,0.003575009,0.02553225],"study_design_scores_gemma":[0.000009176686,0.00009418171,0.9936442,0.00002498363,0.00001155755,0.00008223524,0.002287238,0.0005011816,0.001059462,0.00001853169,0.002259334,0.000007955966],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993311,0.0002850222,0.0006160054,0.0004675443,0.00001838706,0.0001083838,0.0008554431,0.00004166165,0.004296455],"genre_scores_gemma":[0.9959908,0.0002315301,0.001563277,0.0001777656,0.000007448027,0.0000357869,0.0003714935,0.000006563728,0.001615357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07871729,"threshold_uncertainty_score":0.1583617,"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."}}