{"id":"W4213133698","doi":"10.7717/peerj.12957","title":"Quantification of human enteric viruses as alternative indicators of fecal pollution to evaluate wastewater treatment processes","year":2022,"lang":"en","type":"article","venue":"PeerJ","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Norovirus; Sewage; Sewage treatment; Rotavirus; Astrovirus; Effluent; Wastewater; Biology; Sapovirus; Activated sludge; Microbiology; Virology; Virus; Environmental science; 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":[0.0005289034,0.0007031574,0.0003837228,0.0009817844,0.0003228822,0.001062342,0.0003105456,0.0003325621,0.0004016422],"category_scores_gemma":[0.0005826373,0.0002337729,0.0002170381,0.001072668,0.0003909602,0.0002146785,0.0003427795,0.0003068735,0.0001475219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001198765,"about_ca_system_score_gemma":0.001233615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09518608,"about_ca_topic_score_gemma":0.181796,"domain_scores_codex":[0.9992492,0.0001065277,0.00003668635,0.0001653444,0.0003312596,0.0001110137],"domain_scores_gemma":[0.9996539,0.00004230556,0.00008030621,0.00001216444,0.0001796854,0.00003153816],"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":[0.000279455,0.0000914124,0.1609343,0.0003749858,0.00008409146,0.00007822452,0.0004683089,0.0005828252,0.8181116,0.0001032436,0.00007615935,0.0188155],"study_design_scores_gemma":[0.00002612123,0.001622292,0.6409686,0.0001113573,0.0001580203,0.0002365793,0.001628598,0.003539848,0.344083,0.0001249138,0.00745734,0.00004338457],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992207,0.001664504,0.004086873,0.00003322621,0.00001154779,0.0001503476,0.0007634161,0.00002600516,0.001057052],"genre_scores_gemma":[0.9720843,0.002060857,0.02029078,0.00009004054,0.000007448135,0.0001548354,0.001663198,0.00001858999,0.003629968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09518608,"threshold_uncertainty_score":0.1892641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08256167790588097,"score_gpt":0.4089536258208973,"score_spread":0.3263919479150163,"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."}}