{"id":"W4413566489","doi":"10.1021/acsestwater.5c00335","title":"Wastewater Surveillance for Seasonal Influenza Epidemics: Strategies and Considerations for Small Public Health Units","year":2025,"lang":"en","type":"article","venue":"ACS ES&T Water","topic":"Respiratory viral infections research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Seasonal influenza; Wastewater; Public health; Environmental science; Virology; Environmental health; Influenza A virus; Coronavirus disease 2019 (COVID-19); Business; Environmental planning; Environmental engineering; Medicine; Virus; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"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":[0.008746261,0.001085028,0.0009101323,0.001300676,0.00159735,0.00454099,0.003025757,0.001983422,0.003345917],"category_scores_gemma":[0.0165471,0.0003948811,0.0006507253,0.0007493348,0.001014039,0.002964734,0.004065141,0.001357144,0.0005472894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002586328,"about_ca_system_score_gemma":0.013417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02505833,"about_ca_topic_score_gemma":0.0506702,"domain_scores_codex":[0.9962372,0.002428025,0.0001982214,0.0003030666,0.0005213764,0.0003121656],"domain_scores_gemma":[0.9917671,0.002729727,0.0008800934,0.0003696899,0.002260114,0.001993295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000815825,0.001180991,0.1917319,0.002717421,0.0002351818,0.001163779,0.003361191,0.007997114,0.01018701,0.006934292,0.028343,0.7453325],"study_design_scores_gemma":[0.0007647815,0.01131675,0.5218567,0.009958222,0.0009782861,0.003545012,0.06824237,0.08996075,0.01645758,0.04151473,0.2349371,0.0004677995],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.4635945,0.0537573,0.1630227,0.2568054,0.001390875,0.00693737,0.001480124,0.002020124,0.05099169],"genre_scores_gemma":[0.8487166,0.008771922,0.1288031,0.005894095,0.0004973501,0.002896874,0.0003712589,0.0000783751,0.003970452],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02505833,"threshold_uncertainty_score":0.04982495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2058578795599764,"score_gpt":0.4066264733710481,"score_spread":0.2007685938110717,"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."}}