{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003656388,0.0001897216,0.0001548818,0.0006899153,0.0007713649,0.000630256,0.0002097161,0.000213723,0.001577136],"category_scores_gemma":[0.0006754936,0.00009717321,0.0001761492,0.0006136569,0.0002126248,0.0003435722,0.0002544837,0.0001481856,0.0001161923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001998052,"about_ca_system_score_gemma":0.001227556,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07815984,"about_ca_topic_score_gemma":0.2490222,"domain_scores_codex":[0.9995072,0.00006155694,0.00001685253,0.0000729302,0.0002619684,0.00007950516],"domain_scores_gemma":[0.9995665,0.00007574595,0.0001238528,0.0000171319,0.0001821319,0.00003476273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008734699,0.0007020389,0.114978,0.0008863975,0.0001646006,0.0006037196,0.001524956,0.006180185,0.2473271,0.003524699,0.01258643,0.6106483],"study_design_scores_gemma":[0.00008004961,0.002213146,0.6749384,0.0002672706,0.0002673876,0.001689553,0.002741117,0.004143257,0.1650447,0.001349041,0.147185,0.0000810844],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9530306,0.0111464,0.002310586,0.0005661182,0.00003483423,0.00005681998,0.0001626775,0.0001575381,0.03253432],"genre_scores_gemma":[0.9853936,0.005427249,0.003670087,0.0001877077,0.00001318513,0.00002605859,0.0002644728,0.00002314792,0.004994438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9218402,"threshold_uncertainty_score":0.1554098,"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."}}