{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008946974,0.0002024949,0.0001816923,0.000254377,0.0003087405,0.00005418861,0.0007534081,0.000262348,0.00002341776],"category_scores_gemma":[0.00006764675,0.00009672458,0.00009224745,0.0002172476,0.001048945,0.00003331587,0.0004017127,0.00009483658,0.00002366745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004013253,"about_ca_system_score_gemma":0.00004596602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000143902,"about_ca_topic_score_gemma":0.000005115975,"domain_scores_codex":[0.9982115,0.00005351826,0.0003404023,0.0005633529,0.0001843472,0.0006468968],"domain_scores_gemma":[0.998768,0.000005755405,0.00005721494,0.0008944125,0.0002283122,0.00004624992],"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":[0.00004572793,0.0000368098,0.006407542,0.00001092919,0.00001607906,4.961016e-7,0.0002814967,0.00001824831,0.9921824,0.0003834744,0.00005109279,0.0005656463],"study_design_scores_gemma":[0.0004071995,0.0003775231,0.0001302639,0.00000443138,0.00002259685,0.00004665911,0.00009191757,0.00001257755,0.9602492,0.002043194,0.03643766,0.0001768097],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918013,0.00002818002,0.004374931,0.002220589,0.0007146527,0.0005247784,0.00001278553,0.00005267046,0.000270089],"genre_scores_gemma":[0.9981217,0.00001393175,0.001111218,0.0001051516,0.00005853604,0.0001373991,0.0001186453,0.00002278321,0.0003106291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03638657,"threshold_uncertainty_score":0.3944314,"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."}}