{"id":"W2292733225","doi":"10.1680/jees.14.00014","title":"Ten-year monitoring of an ultraviolet disinfection plant for drinking water","year":2015,"lang":"en","type":"article","venue":"Journal of Environmental Engineering and Science","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thermal emittance; Ultraviolet; Irradiance; Environmental science; Radiometer; Materials science; Optoelectronics; Optics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009337195,0.00009183274,0.0001339823,0.00008958669,0.00006768167,0.00003175429,0.0002470548,0.00003769534,0.000003796083],"category_scores_gemma":[0.00006064998,0.00006642718,0.00003164749,0.00007047473,0.0002564571,0.0005708087,0.0001186221,0.0001040302,0.000001765014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001780068,"about_ca_system_score_gemma":0.000005149391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001125295,"about_ca_topic_score_gemma":1.543589e-7,"domain_scores_codex":[0.9990175,0.000008507342,0.0002410229,0.0001423182,0.0003809663,0.0002096244],"domain_scores_gemma":[0.9996385,0.00002167457,0.00008460898,0.0001213607,0.000005349953,0.0001284951],"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":[0.00001818986,0.00005081015,0.1560867,0.000006587448,0.0000044924,0.000003076935,0.0006293235,0.02112445,0.820434,0.00001186102,0.000003920362,0.001626567],"study_design_scores_gemma":[0.0003845152,0.0005065695,0.2129338,0.00004617922,0.00001254151,0.0000922095,0.0006711854,0.002180482,0.7826126,0.0001933705,0.0002272298,0.0001393415],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982967,0.00002050611,0.001233963,0.00002070786,0.000338873,0.00005631676,0.000003274007,0.00001682922,0.0000128502],"genre_scores_gemma":[0.9854169,0.00001654003,0.01448168,0.000001422378,0.00006502333,0.000001428834,4.464201e-7,0.000007617983,0.000008950551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05684717,"threshold_uncertainty_score":0.2708822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01781596936315452,"score_gpt":0.2253501151100903,"score_spread":0.2075341457469358,"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."}}