{"id":"W4313451894","doi":"10.1016/b978-0-12-822521-9.00085-x","title":"Evolvement of Ultraviolet Light (UV) Technology for Microbial and Viral Control in Food Applications","year":2023,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Listeria monocytogenes in Food Safety","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Ultraviolet; Ultraviolet light; Ultraviolet radiation; Light-emitting diode; Optoelectronics; Environmental science; Materials science; Nanotechnology; 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":[0.0002603132,0.0004342659,0.000211256,0.0004615308,0.000209198,0.0009789733,0.0004238597,0.0007104395,0.003319237],"category_scores_gemma":[0.0001675,0.0002575247,0.000410951,0.0005066992,0.0003925298,0.0009243063,0.0005151879,0.001149698,0.001495317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006043423,"about_ca_system_score_gemma":0.0002847144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003840213,"about_ca_topic_score_gemma":0.0005409239,"domain_scores_codex":[0.9998958,0.00001581072,0.000005230526,0.00002308847,0.00005028592,0.000009777485],"domain_scores_gemma":[0.9999205,0.00004011074,0.000008284885,0.000006784229,0.00001838443,0.000005902988],"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":[0.0001001432,0.0001168346,0.0003894496,0.0008637915,0.00001541082,0.0002512958,0.0002812999,0.001970832,0.4300389,0.05941388,0.005531852,0.5010263],"study_design_scores_gemma":[0.00001757372,0.0003845282,0.001253215,0.0004000175,0.0000282197,0.0007914755,0.0001271681,0.002824442,0.2663993,0.018482,0.7092594,0.00003266619],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1102814,0.3400013,0.1863285,0.003730279,0.002531328,0.0001103872,0.0003228956,0.0006785289,0.3560154],"genre_scores_gemma":[0.2471885,0.2391424,0.1321373,0.002359767,0.0006839808,0.0001868896,0.0004259363,0.0003269937,0.3775482],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.003319237,"threshold_uncertainty_score":0.01110393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0231723992681109,"score_gpt":0.267211691398652,"score_spread":0.2440392921305411,"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."}}