{"id":"W4384572961","doi":"10.2139/ssrn.4507886","title":"Wastewater-Based Surveillance Identifies Start to the Paediatric Respiratory Syncytial Virus Season in Two Cities in Ontario, Canada","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Respiratory viral infections research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Hamilton Health Sciences; Ottawa Public Health; University of Ottawa; Hamilton Regional Laboratory Medicine Program; Children's Hospital of Eastern Ontario","funders":"","keywords":"Geography; Wastewater; Coronavirus disease 2019 (COVID-19); Environmental health; Environmental planning; Virology; Environmental science; Medicine; Environmental engineering","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":[0.0004757736,0.0005045607,0.0005703486,0.001304943,0.003717194,0.002104601,0.00184515,0.001177429,0.001869871],"category_scores_gemma":[0.002065269,0.0005575141,0.0006230403,0.002923183,0.0009472236,0.0006518643,0.00168825,0.0008445434,0.0002154832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0455427,"about_ca_system_score_gemma":0.05352569,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9972993,"about_ca_topic_score_gemma":0.9989819,"domain_scores_codex":[0.9985795,0.00009581334,0.00006571014,0.0002023305,0.0003450105,0.0007116662],"domain_scores_gemma":[0.9972831,0.0001464185,0.0004305508,0.00005368667,0.001337424,0.0007487337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007303511,0.00003070159,0.9917405,0.00005744083,0.00005018634,0.0002535929,0.002852235,0.000188878,0.0004441536,0.0001343971,0.001830141,0.002344758],"study_design_scores_gemma":[0.000003778495,0.00001686045,0.9935895,0.00003028095,0.00001291911,0.0000428713,0.005152993,0.0002325405,0.00005604755,0.00001777254,0.000835367,0.000009085213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916393,0.0004744742,0.0002272317,0.0007070787,0.00002807665,0.0001008324,0.003870673,0.00001463279,0.002937527],"genre_scores_gemma":[0.9962364,0.0002868606,0.0002588662,0.0001953863,0.000008873693,0.00003113713,0.001222834,0.00001006405,0.001749561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0455427,"threshold_uncertainty_score":0.330437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03809768166839488,"score_gpt":0.320520298664854,"score_spread":0.2824226169964591,"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."}}