{"id":"W2072873309","doi":"10.1016/j.jfoodeng.2015.04.009","title":"Validation of hydrodynamic and microbial inactivation models for UV-C treatment of milk in a swirl-tube ‘SurePure Turbulator™’","year":2015,"lang":"en","type":"article","venue":"Journal of Food Engineering","topic":"Listeria monocytogenes in Food Safety","field":"Biochemistry, Genetics and Molecular Biology","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"Engineering and Physical Sciences Research Council","keywords":"Turbulator; Weibull distribution; Materials science; Chemistry; Flow (mathematics); Volumetric flow rate; Mechanics; Turbulence; Physics; Mathematics","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":[0.0001435263,0.00008580484,0.0001875765,0.0000894312,0.000004927433,0.000003922351,0.00005206124,0.00008393972,1.552792e-7],"category_scores_gemma":[0.00004746612,0.0000801495,0.00006047064,0.00004961873,0.00001170566,0.00001435551,0.00001810328,0.0000262279,1.067747e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000658733,"about_ca_system_score_gemma":0.00004968197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003961356,"about_ca_topic_score_gemma":0.000001733168,"domain_scores_codex":[0.9994369,0.00001215067,0.0003261722,0.00007946917,0.00006913989,0.00007622219],"domain_scores_gemma":[0.9995601,0.000009862052,0.0001898524,0.00009247013,0.0001122961,0.00003545256],"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":[0.0002263838,0.00004639372,0.0001459408,0.0000414267,0.00006628263,4.007126e-7,0.0001673617,0.2072199,0.7917107,0.00001860425,0.000004327319,0.0003522701],"study_design_scores_gemma":[0.001394104,0.00186259,0.0001597472,0.00004683084,0.00002945521,0.00003682375,0.00003047868,0.01328863,0.982875,0.00008604389,0.0001186323,0.00007159502],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851184,0.0006630012,0.01391296,0.0000182667,0.0001380322,0.0001228134,0.00001458322,0.000001420958,0.0000104577],"genre_scores_gemma":[0.9959261,0.00006076039,0.003892633,0.000001876762,0.00008801919,0.000003349155,0.00001191356,0.00001266973,0.000002702477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1939313,"threshold_uncertainty_score":0.3268402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04559390114420016,"score_gpt":0.2702649998757076,"score_spread":0.2246710987315074,"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."}}