{"id":"W4294975856","doi":"10.4315/jfp-22-165","title":"Modeling the UV-C Inactivation Kinetics and Determination of Fluence Required for Incremental Inactivation of Cronobacter spp.","year":2022,"lang":"en","type":"article","venue":"Journal of Food Protection","topic":"Enterobacteriaceae and Cronobacter Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph; Agriculture and Agri-Food Canada","funders":"Agriculture and Agri-Food Canada","keywords":"Kinetics; Ultraviolet; Cronobacter sakazakii; Fluence; Chemistry; Biology; Chromatography; Materials science; Food science; Infant formula; Physics; Optoelectronics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004335258,0.00006101602,0.00009870544,0.00008175629,0.00009171191,0.00001287035,0.00009367371,0.00004124094,0.000004349009],"category_scores_gemma":[0.00008774861,0.00005087124,0.00005490971,0.0000777623,0.00003028865,0.0000291667,0.0000660987,0.000105015,2.292858e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005563014,"about_ca_system_score_gemma":0.00003905546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001704497,"about_ca_topic_score_gemma":0.00000928211,"domain_scores_codex":[0.9992365,0.0001032969,0.0003212197,0.00008825698,0.0001752061,0.00007546972],"domain_scores_gemma":[0.9992325,0.00001110721,0.000392547,0.00009168136,0.0002557748,0.00001638804],"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":[0.0008231685,0.00008735595,0.0002199155,0.00004623679,0.00003000641,6.165244e-8,0.0001174983,0.0004514464,0.9901019,0.00001061757,0.000004987089,0.008106753],"study_design_scores_gemma":[0.0006712613,0.005121796,0.00150998,0.00002515012,0.00002052985,0.00003300016,0.0004782098,0.002743306,0.9889407,0.0002269647,0.0001776196,0.00005144165],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9317473,0.00006204754,0.06764572,0.0001111138,0.00007343103,0.0003419747,0.000009677297,0.000001025265,0.000007692442],"genre_scores_gemma":[0.9990457,0.00002767663,0.0007653334,0.00001287171,0.00008085483,0.00003843191,0.00001276202,0.000008153352,0.000008270955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06729833,"threshold_uncertainty_score":0.2074469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03170888702024546,"score_gpt":0.2803798033549925,"score_spread":0.2486709163347471,"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."}}