{"id":"W7072306090","doi":"","title":"Wastewater Surveillance of Influenza (A, B) and Respiratory Syncytial Virus (RSV) in Southern Ontario","year":2024,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Virus; Wastewater; Ultrafiltration (renal); Orthomyxoviridae; Respiratory system; Influenza A virus; RNA","routes":{"ca_aff":false,"ca_fund":false,"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":[0.0002593545,0.0002416202,0.000227917,0.0005247826,0.002143061,0.0008148487,0.0004569815,0.0002667623,0.0008181577],"category_scores_gemma":[0.0006328603,0.0001963763,0.0002444119,0.0009898182,0.0005602692,0.0002394781,0.0004747603,0.0002274728,0.0001304285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02011739,"about_ca_system_score_gemma":0.01773694,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9846719,"about_ca_topic_score_gemma":0.9948489,"domain_scores_codex":[0.9995814,0.0000259612,0.00002374662,0.00007874633,0.0002032556,0.00008684801],"domain_scores_gemma":[0.9993345,0.0000423698,0.00009039511,0.0000151001,0.000412449,0.00010513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003655042,0.00009550412,0.890334,0.0003141531,0.00009478549,0.001325795,0.008169329,0.001634257,0.07280207,0.0003561495,0.002114041,0.0223944],"study_design_scores_gemma":[0.00001366605,0.00009827438,0.9851255,0.00002098173,0.00002575363,0.000105821,0.004517372,0.002044731,0.003210557,0.00004542963,0.00476873,0.00002318421],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958419,0.0001775317,0.0003027307,0.0001698334,0.000005335816,0.00005807092,0.0007156923,0.00002673634,0.002702168],"genre_scores_gemma":[0.9942964,0.00028816,0.0009071583,0.0001038848,0.000004332272,0.0000309847,0.0006081858,0.000006731361,0.003754099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02011739,"threshold_uncertainty_score":0.1459625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02313779761508823,"score_gpt":0.2437042701796706,"score_spread":0.2205664725645824,"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."}}