{"id":"W2064583841","doi":"10.1016/j.jfoodeng.2013.07.020","title":"Evaluation of mixing flow conditions to inactivate Escherichia coli in opaque liquids using pilot-scale Taylor–Couette UV unit","year":2013,"lang":"en","type":"article","venue":"Journal of Food Engineering","topic":"Listeria monocytogenes in Food Safety","field":"Biochemistry, Genetics and Molecular Biology","cited_by":47,"is_retracted":false,"has_abstract":false,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Taylor–Couette flow; Couette flow; Chemistry; Escherichia coli; Mixing (physics); Opacity; Flow (mathematics); Materials science; Analytical Chemistry (journal); Chromatography; Mechanics; Physics; Biochemistry; Optics","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":[0.000696461,0.0001401355,0.0002215232,0.0001738947,0.00002619906,0.00002072332,0.0001785257,0.00008718233,0.00002000822],"category_scores_gemma":[0.000196857,0.000147799,0.0000712052,0.0002161332,0.00001640741,0.00003099068,0.00008835568,0.0001403167,0.000001246792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001280209,"about_ca_system_score_gemma":0.0001202116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001497936,"about_ca_topic_score_gemma":0.00001206129,"domain_scores_codex":[0.9988264,0.00007718065,0.0004839725,0.0001286541,0.0002903966,0.0001933881],"domain_scores_gemma":[0.9990443,0.00001630849,0.0001881929,0.0001883165,0.0004647278,0.00009816953],"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":[0.00003228128,0.00003329257,0.000241877,0.00001816738,0.0000697928,7.993072e-7,0.00005985746,0.2574798,0.7418098,0.000004200172,0.00001034928,0.0002397007],"study_design_scores_gemma":[0.0009046958,0.001063512,0.01244598,0.0001318806,0.00007694068,0.00003649024,0.00008101451,0.04136249,0.9435251,0.00004015025,0.0001426303,0.0001891463],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852487,0.0002282671,0.01379558,0.00005572174,0.000342767,0.000230082,0.000009587793,0.000004466284,0.00008478895],"genre_scores_gemma":[0.9866346,0.00001154167,0.01305974,0.00003734784,0.0002040216,0.00001469926,0.000006250705,0.00002852757,0.000003296084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2161174,"threshold_uncertainty_score":0.6027067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07007613091853199,"score_gpt":0.3137968490585873,"score_spread":0.2437207181400553,"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."}}