{"id":"W1633358894","doi":"10.1089/fpd.2014.1843","title":"Efficacy of Ultraviolet (UV-C) Light in a Thin-Film Turbulent Flow for the Reduction of Milkborne Pathogens","year":2015,"lang":"en","type":"article","venue":"Foodborne Pathogens and Disease","topic":"Listeria monocytogenes in Food Safety","field":"Biochemistry, Genetics and Molecular Biology","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; Ministry of Agriculture, Food and Rural Affairs","funders":"","keywords":"Listeria monocytogenes; Yersinia enterocolitica; Pasteurization; Microbiology; Staphylococcus aureus; Salmonella; Escherichia coli; Hand sanitizer; Food science; Salmonella enterica; Serratia marcescens; Ultraviolet; Aeromonas hydrophila; Biology; Bacteria; Chemistry; Materials science","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":[0.0003678147,0.0001992055,0.0002452886,0.00005216492,0.00004859566,0.00001096906,0.000196119,0.0001202397,0.00000426706],"category_scores_gemma":[0.0002828076,0.0001518916,0.0001556389,0.0001197578,0.0001290215,0.000005934286,0.0001020675,0.00005595564,7.82931e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001665182,"about_ca_system_score_gemma":0.0002080295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001339426,"about_ca_topic_score_gemma":0.000008310132,"domain_scores_codex":[0.9987135,0.00008965311,0.0004042979,0.0003966965,0.000161075,0.0002347612],"domain_scores_gemma":[0.9987725,0.00003209783,0.0001694233,0.0005780172,0.0001852095,0.0002627331],"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":[0.00778615,0.0009732269,0.003992546,0.0002613739,0.0002016331,0.00001430986,0.0008634835,0.004704002,0.9725059,0.0004706427,0.001923666,0.006303017],"study_design_scores_gemma":[0.020292,0.004714626,0.1218531,0.0003298746,0.001336739,0.0001304447,0.002703001,0.008040513,0.7768866,0.002430269,0.05955705,0.001725805],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984453,0.01208941,0.0008408499,0.0005017336,0.0002287607,0.000795664,0.0009877167,0.000008672573,0.000094162],"genre_scores_gemma":[0.9976001,0.0004399958,0.001250037,0.00007543255,0.0001970462,0.00009408275,0.0002709408,0.00002855273,0.00004380681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1956194,"threshold_uncertainty_score":0.6193958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04259728829835604,"score_gpt":0.2879822301203091,"score_spread":0.2453849418219531,"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."}}