{"id":"W2341385625","doi":"10.2166/ws.2003.0075","title":"UV disinfection of water: the need for UV reactor validation","year":2003,"lang":"en","type":"article","venue":"Water Science & Technology Water Supply","topic":"Listeria monocytogenes in Food Safety","field":"Biochemistry, Genetics and Molecular Biology","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trojan Technologies (Canada)","funders":"","keywords":"Cryptosporidium parvum; Disinfectant; Bioassay; Ultraviolet; Water disinfection; Environmental science; Wastewater; Contaminated water; Biochemical engineering; Process engineering; Pulp and paper industry; Environmental engineering; Microbiology; Materials science; Chemistry; Biology; Environmental chemistry; Engineering; Optoelectronics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0811296,0.001304545,0.002519445,0.002017909,0.001463547,0.004041398,0.005440898,0.005626534,0.00146932],"category_scores_gemma":[0.08862656,0.0009243798,0.001348842,0.001125882,0.003904712,0.006724754,0.002212905,0.005043976,0.001556574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002422924,"about_ca_system_score_gemma":0.007390429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003453266,"about_ca_topic_score_gemma":0.002964745,"domain_scores_codex":[0.9594504,0.01735355,0.003629274,0.001950549,0.01686981,0.0007464332],"domain_scores_gemma":[0.8549619,0.06431857,0.006546136,0.01855422,0.05318718,0.002431947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00064971,0.001602394,0.02516418,0.007212573,0.0002335844,0.0006093056,0.001973477,0.03239024,0.2228097,0.01981586,0.01223121,0.6753079],"study_design_scores_gemma":[0.0003345367,0.006126099,0.03113599,0.01162341,0.0004499207,0.003155764,0.006679697,0.1130027,0.3952743,0.07671415,0.3545203,0.0009830085],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1613635,0.04947681,0.735325,0.03479955,0.002624207,0.002794349,0.0005759969,0.002855187,0.01018531],"genre_scores_gemma":[0.2851991,0.02454965,0.6751414,0.006292582,0.0007474415,0.00191093,0.0010291,0.0006793346,0.004450397],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0811296,"threshold_uncertainty_score":0.4290594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02426856451495854,"score_gpt":0.2767013612012073,"score_spread":0.2524327966862487,"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."}}