{"id":"W2967716857","doi":"10.1016/b978-0-12-817794-5.00005-4","title":"UV Light-Emitting Diodes (LEDs) and Food Safety","year":2019,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Listeria monocytogenes in Food Safety","field":"Biochemistry, Genetics and Molecular Biology","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Light-emitting diode; Food packaging; Environmental science; Food safety; Food science; Food industry; Materials science; Optoelectronics; Chemistry","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":[0.0001555165,0.0006619125,0.0002933231,0.0007010234,0.00034834,0.001567783,0.0006035126,0.001326509,0.03399912],"category_scores_gemma":[0.0001764177,0.0003105083,0.0002818416,0.0008717448,0.0004005024,0.001496176,0.0006465572,0.001262925,0.01459992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007734741,"about_ca_system_score_gemma":0.0004431169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009221925,"about_ca_topic_score_gemma":0.001559228,"domain_scores_codex":[0.9998616,0.00001426158,0.000004206632,0.00003127972,0.00007485781,0.00001386398],"domain_scores_gemma":[0.9999385,0.00003048604,0.000004830913,0.000004748067,0.00001685054,0.000004622014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005530287,0.0001463528,0.0001781002,0.0008607965,0.000008626841,0.0001921448,0.0001757267,0.0006912368,0.04031209,0.09379719,0.0809643,0.7826181],"study_design_scores_gemma":[0.000002851891,0.0000253827,0.000179982,0.0001960325,0.000003850914,0.0001962951,0.00005687063,0.0002120607,0.003768171,0.01279473,0.982558,0.000005767217],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003362254,0.2137452,0.01390333,0.002179134,0.001799743,0.00003878722,0.0001863762,0.0003777257,0.7644075],"genre_scores_gemma":[0.01291392,0.1034224,0.007711873,0.0009711678,0.0003821302,0.00004416123,0.0001838101,0.00009956747,0.8742709],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03399912,"threshold_uncertainty_score":0.1137384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02912034387171923,"score_gpt":0.262200948406752,"score_spread":0.2330806045350327,"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."}}