{"id":"W1979492209","doi":"10.1021/es051006x","title":"UV Reactor Performance Modeling by Eulerian and Lagrangian Methods","year":2006,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Listeria monocytogenes in Food Safety","field":"Biochemistry, Genetics and Molecular Biology","cited_by":107,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Eulerian path; Mechanics; Computational fluid dynamics; Volumetric flow rate; Range (aeronautics); Ultraviolet; Fluence; Nuclear engineering; Nozzle; Reaction rate; Materials science; Simulation; Lagrangian; Irradiation; Physics; Chemistry; Thermodynamics; Nuclear physics; Mathematics; Applied mathematics; Computer science; Optics; Engineering","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":[0.0002965012,0.0001438571,0.0001074083,0.0001020874,0.0001973371,0.00002152284,0.0003910737,0.0001740602,0.00001445387],"category_scores_gemma":[0.00001355416,0.0001393165,0.00002304007,0.0001950025,0.001113399,0.00001684855,0.0005335358,0.00008559857,0.00000797737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006176856,"about_ca_system_score_gemma":0.00001847842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000162639,"about_ca_topic_score_gemma":0.000003672163,"domain_scores_codex":[0.9988236,0.00002085184,0.0001637766,0.000520446,0.0001228076,0.0003484793],"domain_scores_gemma":[0.9995023,0.00000266858,0.00005238856,0.000382686,0.000004504735,0.00005544794],"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":[0.000009933669,0.00002500717,0.007853583,0.000001806663,0.00000297321,5.481145e-7,0.000007505627,0.00006652105,0.9790387,0.00005353247,0.00002922104,0.01291063],"study_design_scores_gemma":[0.0002084045,0.0001824802,0.002518948,0.000003094284,0.000006189682,0.0000467922,0.00007825382,0.0018919,0.9764112,0.0001316611,0.01831826,0.0002028123],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925659,0.0008832415,0.005202338,0.0001914994,0.00009826451,0.0001147661,0.00001387736,0.00003261735,0.0008974492],"genre_scores_gemma":[0.9868994,0.0002202594,0.01253388,0.00007680398,0.00004332011,0.00001670548,0.00002767238,0.00001447445,0.0001674413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01828904,"threshold_uncertainty_score":0.568116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01678214157592476,"score_gpt":0.2799697720835755,"score_spread":0.2631876305076508,"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."}}