{"id":"W4400452200","doi":"10.1016/j.wroa.2024.100236","title":"UV LED wastewater disinfection: The future is upon us","year":2024,"lang":"en","type":"article","venue":"Water Research X","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Wastewater; Water disinfection; Waste management; Environmental science; Business; Environmental engineering; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002428965,0.0003723563,0.0002930128,0.0004417978,0.0007922174,0.003373596,0.0006031457,0.00227764,0.03178124],"category_scores_gemma":[0.001575173,0.0001219505,0.0004036697,0.0005445848,0.001407882,0.003249829,0.001096174,0.001694548,0.003450256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001537007,"about_ca_system_score_gemma":0.00260305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002114001,"about_ca_topic_score_gemma":0.003335916,"domain_scores_codex":[0.9993634,0.0001355119,0.00002928279,0.00008043246,0.0002705694,0.0001208798],"domain_scores_gemma":[0.9987351,0.0002613539,0.0001195939,0.00009135412,0.0005416661,0.0002508936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003782651,0.0002470604,0.002623603,0.0009936215,0.00003548745,0.0003103069,0.0002881234,0.0004580121,0.04846563,0.02388029,0.09382004,0.8284996],"study_design_scores_gemma":[0.00001489389,0.0006269675,0.002462686,0.0004465682,0.00002144457,0.000416651,0.0008446813,0.0004881063,0.01624152,0.005876363,0.9725275,0.00003261659],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.09218431,0.397303,0.03530466,0.2517806,0.01503614,0.0002142313,0.001200963,0.003668733,0.2033073],"genre_scores_gemma":[0.5104069,0.2114218,0.04814125,0.0428623,0.00323065,0.0001616891,0.00104632,0.0004521149,0.182277],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03178124,"threshold_uncertainty_score":0.1063188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02404545116842718,"score_gpt":0.3066294073098394,"score_spread":0.2825839561414122,"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."}}