{"id":"W4376874622","doi":"10.3389/frfst.2023.1182765","title":"UV-C inactivation of microorganisms in droplets on food contact surfaces using UV-C light-emitting diode devices","year":2023,"lang":"en","type":"article","venue":"Frontiers in Food Science and Technology","topic":"Listeria monocytogenes in Food Safety","field":"Biochemistry, Genetics and Molecular Biology","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"Division of Chemical, Bioengineering, Environmental, and Transport Systems; U.S. Department of Agriculture; National Institute of Food and Agriculture; National Science Foundation","keywords":"Escherichia coli; Salmonella enterica; Listeria monocytogenes; Microorganism; Ultraviolet; Salmonella; Food science; Biofilm; Microbiology; Materials science; Chemistry; Biology; Bacteria; Optoelectronics; Biochemistry","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":[0.0005770089,0.000153153,0.0002478212,0.0007867734,0.0001132473,0.00002183792,0.0004347256,0.0002600596,5.408173e-7],"category_scores_gemma":[0.0002864503,0.0001527236,0.00002142988,0.001818842,0.0003859598,0.00002625921,0.0003735497,0.0001346619,6.141747e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009113178,"about_ca_system_score_gemma":0.0001598894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001605645,"about_ca_topic_score_gemma":0.00008616744,"domain_scores_codex":[0.9985669,0.00003509904,0.0003083268,0.0005242889,0.0001826664,0.0003826741],"domain_scores_gemma":[0.9993788,0.0000131857,0.0001562068,0.0003246642,0.00009297692,0.00003418422],"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":[0.00003636643,0.0000273449,0.1414709,0.00001973419,0.00001366199,0.000002672588,0.0001069801,0.00003830897,0.85548,0.000227247,0.00003379448,0.002543053],"study_design_scores_gemma":[0.0004737355,0.0009099281,0.01182153,0.0000567149,0.000004337702,0.00000901362,0.001340034,0.0004297085,0.9837023,0.0006215124,0.0004609834,0.0001701917],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981461,0.0005067857,0.0002150067,0.0003705315,0.0003895263,0.0002114822,0.00001013828,0.00003132155,0.000119158],"genre_scores_gemma":[0.9976369,0.00009467014,0.002155794,0.00005499423,0.00001956383,0.00001109562,0.000006864428,0.0000144548,0.000005730425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1296494,"threshold_uncertainty_score":0.6227888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03476035758063847,"score_gpt":0.2855616490149248,"score_spread":0.2508012914342863,"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."}}