{"id":"W2790677240","doi":"10.1016/j.ifset.2018.03.019","title":"Inactivation of Escherichia coli, Listeria and Salmonella by single and multiple wavelength ultraviolet-light emitting diodes","year":2018,"lang":"en","type":"article","venue":"Innovative Food Science & Emerging Technologies","topic":"Listeria monocytogenes in Food Safety","field":"Biochemistry, Genetics and Molecular Biology","cited_by":103,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; University of Guelph; Agriculture and Agri-Food Canada","funders":"Agriculture and Agri-Food Canada","keywords":"Ultraviolet; Light-emitting diode; Escherichia coli; Absorbance; Listeria; Salmonella; Listeria monocytogenes; Wavelength; Chemistry; Materials science; Optoelectronics; Microbiology; Biology; Bacteria; Chromatography; Biochemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001919022,0.0002267706,0.0001466802,0.0001751721,0.0001091029,0.0002721206,0.000228921,0.0003099293,0.0007407597],"category_scores_gemma":[0.0002441679,0.0001434822,0.0002438312,0.00007637489,0.0001727194,0.00017656,0.0001778023,0.000207264,0.0001379873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000157786,"about_ca_system_score_gemma":0.0001066875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001514573,"about_ca_topic_score_gemma":0.0001884092,"domain_scores_codex":[0.9998788,0.00001808214,0.000007170395,0.00002503736,0.00003994237,0.00003096723],"domain_scores_gemma":[0.9998673,0.0000479952,0.00003591073,0.0000162308,0.0000231247,0.000009472145],"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":[0.0001376543,0.00001860618,0.000484914,0.00002528916,0.000003508042,0.00001429045,0.000009961728,0.0001532771,0.9964499,0.0001191648,0.00002207108,0.002561194],"study_design_scores_gemma":[0.000005446716,0.0001447189,0.001291763,0.000003235236,0.000005067099,0.00004905623,0.00001461516,0.0007616001,0.9973677,0.00003659507,0.000317839,0.000002349427],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956838,0.0006033113,0.002727431,0.00003679483,0.00001447536,0.000005806118,0.00002939894,0.00004349956,0.0008555963],"genre_scores_gemma":[0.9951469,0.0004713348,0.001831389,0.00002369976,0.000005580763,0.000008872327,0.00005149658,0.0000101101,0.002450552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007407597,"threshold_uncertainty_score":0.002478123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03733384814524345,"score_gpt":0.2942994004425155,"score_spread":0.256965552297272,"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."}}