{"id":"W4414748940","doi":"10.1038/s41598-025-16995-2","title":"Performance and suitability of wastewater based-surveillance for SARS-CoV-2 RNA in public schools","year":2025,"lang":"en","type":"article","venue":"Scientific Reports","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Provincial Laboratory of Public Health; Alberta Health Services; BC Centre for Disease Control; Canadian Bio-Systems (Canada); University of Calgary","funders":"Canadian Institutes of Health Research; Alberta Health","keywords":"Wastewater; Feces; Sewage treatment; Epidemiology; Sample (material); Activated sludge","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002691212,0.000110038,0.0002774603,0.0003613351,0.0001216189,0.00008338584,0.00005643528,0.00006431514,0.000005703843],"category_scores_gemma":[0.001722341,0.00009395801,0.00006620604,0.000755784,0.000180807,0.0001499826,0.00004566885,0.000127004,0.000001593159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006713539,"about_ca_system_score_gemma":0.0003080812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003178937,"about_ca_topic_score_gemma":0.00006849031,"domain_scores_codex":[0.9983262,0.00003275636,0.0005809232,0.000552632,0.0002385581,0.0002689269],"domain_scores_gemma":[0.9987905,0.0000883214,0.0001812425,0.0006002977,0.0003082565,0.00003137462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003006102,0.0000556951,0.4228402,0.0002807007,0.000006108374,0.00001194184,0.00003208273,0.000001453879,0.5729947,0.000007788194,0.0005950475,0.003144146],"study_design_scores_gemma":[0.0005593878,0.00005147781,0.04468699,0.0001778832,0.000008784897,0.00005369665,0.00004383581,0.003681667,0.9401035,0.0003731391,0.01017407,0.00008553502],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949888,0.00007038158,0.0001029841,0.0003113857,0.001582256,0.0005747158,0.000002048362,0.00004978126,0.00231763],"genre_scores_gemma":[0.9986266,6.087666e-7,0.0008401294,0.0001609145,0.00001769957,0.00004375836,0.000007621728,0.00000792995,0.0002947382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3781533,"threshold_uncertainty_score":0.3831497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03985020523171623,"score_gpt":0.3042226265030287,"score_spread":0.2643724212713125,"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."}}