{"id":"W4387099452","doi":"10.3389/fpubh.2023.1261165","title":"Wastewater-based surveillance identifies start to the pediatric respiratory syncytial virus season in two cities in Ontario, Canada","year":2023,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"Respiratory viral infections research","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Hamilton Regional Laboratory Medicine Program; Children's Hospital of Eastern Ontario; McMaster University; McMaster Children's Hospital; Ottawa Public Health; Hamilton Health Sciences","funders":"Natural Sciences and Engineering Research Council of Canada; CHEO Research Institute; McMaster University; University of Ottawa; Hamilton Health Sciences","keywords":"Preparedness; Incidence (geometry); Medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.004641157,0.0002208863,0.0005463548,0.001972514,0.0001660956,0.0001033054,0.0003375341,0.0000811894,0.0001051708],"category_scores_gemma":[0.0007512294,0.0001887829,0.00004942797,0.003531377,0.00007972929,0.0001993393,0.0001141265,0.0009625671,0.00002771815],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006651975,"about_ca_system_score_gemma":0.01887573,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9602175,"about_ca_topic_score_gemma":0.9984203,"domain_scores_codex":[0.9955886,0.0009861408,0.0007764382,0.0005098238,0.0009084381,0.001230569],"domain_scores_gemma":[0.9985858,0.0001595487,0.0000975656,0.0006099492,0.0001162981,0.0004307909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009557447,0.00006140227,0.8853085,0.0001250875,0.000007240602,0.0001277395,0.0006343186,0.0009529231,0.00001752801,0.00001122281,0.111421,0.001237411],"study_design_scores_gemma":[0.001471206,0.0002042482,0.9068782,0.00004357594,0.00000148259,0.000001637531,0.001249773,0.0005985212,0.00004756192,0.0000207475,0.08931538,0.0001676281],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859213,0.000340743,0.00006233626,0.01040159,0.001600868,0.001186804,0.00004300963,0.00006390928,0.000379486],"genre_scores_gemma":[0.9951065,0.00004126292,0.00008045974,0.003261743,0.0002006375,0.0002897784,0.00004044204,0.00003716641,0.0009419804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03820279,"threshold_uncertainty_score":0.9971613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06544775010406426,"score_gpt":0.3424025331310757,"score_spread":0.2769547830270115,"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."}}