{"id":"W4309437853","doi":"10.1016/j.scitotenv.2022.160256","title":"Evaluation of disinfection efficacy of single UV-C, and UV-A followed by UV-C LED irradiation on Escherichia coli, B. spizizenii and MS2 bacteriophage, in water","year":2022,"lang":"en","type":"article","venue":"The Science of The Total Environment","topic":"Listeria monocytogenes in Food Safety","field":"Biochemistry, Genetics and Molecular Biology","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Ultraviolet; Irradiation; Escherichia coli; Spore; Bacteriophage; Microorganism; Chemistry; Bacteriophage MS2; Light-emitting diode; Photochemistry; Bacteria; Materials science; Microbiology; Optoelectronics; Biology; Biochemistry","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":[0.0002251773,0.0004252746,0.0002143864,0.000154341,0.0001969293,0.0002169142,0.0001846366,0.0002937359,0.001039394],"category_scores_gemma":[0.0002984591,0.0001596196,0.0002541576,0.0001694631,0.0001654086,0.0002587272,0.0001272717,0.0002791369,0.0001462658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001723552,"about_ca_system_score_gemma":0.0002755609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001506659,"about_ca_topic_score_gemma":0.002212681,"domain_scores_codex":[0.9998542,0.00002137968,0.00001451509,0.0000400885,0.00003418718,0.00003560434],"domain_scores_gemma":[0.9997256,0.00008639172,0.00004795025,0.00001823068,0.00008483281,0.00003693975],"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":[0.0003234796,0.00005150031,0.0004539095,0.00008637503,0.000007725094,0.00002120031,0.00006642319,0.0001012804,0.9971666,0.00002235462,0.00001948978,0.001679784],"study_design_scores_gemma":[0.000006227223,0.0008080841,0.003770627,0.000007443826,0.00001907579,0.00001942563,0.00005916186,0.0003234806,0.99463,0.000009673653,0.0003411741,0.000005578269],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983353,0.0005336683,0.0006203603,0.00001441935,0.00001654651,0.00001308209,0.00006990424,0.00001725017,0.0003795193],"genre_scores_gemma":[0.9954644,0.0008022275,0.001520897,0.00002332017,0.000006874614,0.00002402439,0.0001474327,0.00001286545,0.001997894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001506659,"threshold_uncertainty_score":0.003477097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0241156993027704,"score_gpt":0.2583153431764327,"score_spread":0.2341996438736623,"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."}}