{"id":"W98603011","doi":"10.2166/wst.2001.0612","title":"UV disinfection for reuse applications in North America","year":2001,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trojan Technologies (Canada)","funders":"","keywords":"Effluent; Environmental science; Reuse; Wastewater; Reclaimed water; Water quality; Environmental engineering; Population; Land reclamation; Waste management; Irrigation; Sewage treatment; Turbidity; Sewage; Water resource management; Engineering; Geography; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002781253,0.0001287819,0.0001359368,0.0005563457,0.0003114496,0.00004084019,0.001571912,0.0001139937,0.00002694634],"category_scores_gemma":[0.0001429033,0.00009619562,0.00002657581,0.002921622,0.002017416,0.0003741458,0.001018706,0.0001568708,0.0002497207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003456132,"about_ca_system_score_gemma":0.000009889829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000220102,"about_ca_topic_score_gemma":0.00027865,"domain_scores_codex":[0.998383,0.000009979995,0.0002153091,0.0005717188,0.0002017864,0.0006182112],"domain_scores_gemma":[0.9988691,0.00001813006,0.00004828148,0.001005764,0.00001700545,0.00004175799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000006409857,0.0001200827,0.8821411,0.00000338814,0.000001291594,0.000003120936,0.0005715771,0.0006570049,0.09235614,0.0003509552,0.00009553406,0.02369343],"study_design_scores_gemma":[0.0004191788,0.0003360398,0.1261073,0.000008135152,0.000009360491,0.0000290018,0.0008946024,0.0005899281,0.6367339,0.05111352,0.1832118,0.0005471258],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773837,0.000005854001,0.01712127,0.003917806,0.00009968733,0.0004959591,0.000002303749,0.0006613061,0.0003121111],"genre_scores_gemma":[0.9897605,0.00001672228,0.009536029,0.00003564122,0.00001464349,0.0004862771,0.000004640139,0.000009287285,0.0001362855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7560338,"threshold_uncertainty_score":0.7433254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01768392973732022,"score_gpt":0.2653490249334837,"score_spread":0.2476650951961635,"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."}}