{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002156324,0.0003100064,0.0002909603,0.0001041102,0.0001113035,0.0003171714,0.0002090365,0.0003306526,0.0004901671],"category_scores_gemma":[0.0002861155,0.0001046146,0.0002356282,0.0001003837,0.0001550907,0.0002036071,0.0001944162,0.0001977195,0.0001491485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000134706,"about_ca_system_score_gemma":0.00009576212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002264903,"about_ca_topic_score_gemma":0.0003093064,"domain_scores_codex":[0.9998306,0.00003586536,0.00001236369,0.00004418125,0.00005641682,0.00002050424],"domain_scores_gemma":[0.9998662,0.00005376524,0.00003075277,0.00001195562,0.00002854225,0.000008770141],"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":[0.00003667668,0.00001306508,0.0003587394,0.00004856073,0.000002535459,0.00001923838,0.00001358884,0.0000706328,0.998382,0.000008410998,0.000005190704,0.001041448],"study_design_scores_gemma":[0.000002493137,0.000280469,0.001538399,0.000004165849,0.000005267312,0.00005165066,0.00002401532,0.0003626056,0.9975515,0.000007162771,0.0001689806,0.000003295345],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954883,0.0009589625,0.003198166,0.00001360561,0.00001163921,0.00002011109,0.00003121096,0.00001603625,0.000261871],"genre_scores_gemma":[0.992884,0.000935161,0.005417812,0.00002003993,0.00000562197,0.00001662998,0.00004975754,0.000008910815,0.0006620634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004901671,"threshold_uncertainty_score":0.001639724,"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."}}