{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004522042,0.0002086399,0.0002074893,0.0001724759,0.0002932568,0.00005706507,0.0004083465,0.0001690969,7.859883e-7],"category_scores_gemma":[0.00100791,0.0001908842,0.00001657232,0.001125182,0.002307296,0.00004408975,0.0007916106,0.000108201,2.722476e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003555739,"about_ca_system_score_gemma":0.00005752787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001282059,"about_ca_topic_score_gemma":0.00000705613,"domain_scores_codex":[0.9985495,0.00002785288,0.0003337679,0.0005814021,0.0001833886,0.0003241209],"domain_scores_gemma":[0.9987968,0.00002532596,0.0002879188,0.0003825964,0.0004802468,0.00002706772],"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":[0.00005099902,0.00003475827,0.008132877,0.00001781997,0.00001757129,2.016341e-7,0.0002523168,4.245341e-7,0.9780585,0.0003635806,0.0000656765,0.01300531],"study_design_scores_gemma":[0.0002817855,0.001115455,0.003859496,0.00004356057,0.000004908609,0.000005210488,0.002369408,0.00008968211,0.9895819,0.0002668309,0.002155118,0.0002266235],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972892,0.0003554256,0.001341058,0.000259728,0.0001344275,0.0002185969,0.00003106615,0.0000894372,0.000281096],"genre_scores_gemma":[0.9924492,0.00006127125,0.007350643,0.0000472491,0.00003467307,0.00001439292,0.00001196813,0.00001668242,0.00001390416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01277869,"threshold_uncertainty_score":0.8501331,"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."}}