{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003157207,0.00008860095,0.0003034147,0.0002854919,0.00006920024,0.000003015377,0.0000976758,0.00001833022,0.0004130486],"category_scores_gemma":[0.000272342,0.00007069742,0.00006641143,0.0002420786,0.00007618877,0.00003485733,0.00007935871,0.00007024565,0.00001723842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001646589,"about_ca_system_score_gemma":0.00008986725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007432402,"about_ca_topic_score_gemma":0.00003202338,"domain_scores_codex":[0.9987376,0.0001971414,0.0003182655,0.0002020572,0.0003440217,0.0002009185],"domain_scores_gemma":[0.9994762,0.00001539647,0.0001402936,0.0001685521,0.00009692625,0.0001026128],"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":[0.002050214,0.001159704,0.1161039,0.0002547257,0.0002341416,0.00002190579,0.002066598,0.0004234999,0.8709193,0.0001988395,0.001155161,0.005412071],"study_design_scores_gemma":[0.003760496,0.02761313,0.2093333,0.0001399092,0.0001502913,0.00007959177,0.001431199,0.0002167649,0.749809,0.000391339,0.006909638,0.0001653001],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976929,0.00009852684,0.00006932597,0.001380697,0.00005823139,0.000422108,0.00008428155,0.00001335672,0.0001805941],"genre_scores_gemma":[0.9989538,0.00003558534,0.0001082598,0.0001691803,0.0000371359,0.0001692269,0.0000882649,0.00001018543,0.0004283701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1211103,"threshold_uncertainty_score":0.4522592,"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."}}