{"id":"W2496653566","doi":"10.1016/b978-0-12-416621-9.00002-9","title":"UV Light Microbial Effects","year":2014,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Listeria monocytogenes in Food Safety","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Environmental science; Chemistry; Astrobiology; Environmental chemistry; Food science; Biology","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":[0.00009003768,0.0006867563,0.0001960278,0.000406626,0.0002561263,0.00083683,0.000304238,0.0006292237,0.02772913],"category_scores_gemma":[0.00009195398,0.0001745378,0.0002529993,0.0003378068,0.0002610619,0.000407501,0.0006089299,0.0007748049,0.009381855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003571451,"about_ca_system_score_gemma":0.0001956637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005890353,"about_ca_topic_score_gemma":0.0006716477,"domain_scores_codex":[0.9998986,0.00001061057,0.000003122375,0.00002201846,0.00005399018,0.00001171584],"domain_scores_gemma":[0.9999703,0.000008691699,0.000003702765,0.000004530785,0.000007446026,0.000005355607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001906454,0.00007950548,0.0004672591,0.0007569519,0.00001582748,0.0002516869,0.0001248163,0.0002109165,0.4498206,0.008376502,0.01788368,0.5218217],"study_design_scores_gemma":[0.00001450613,0.000213514,0.0063178,0.0003325038,0.00002727105,0.0009672333,0.0001432073,0.000194357,0.2530533,0.004950011,0.7337655,0.0000207465],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04906214,0.2054046,0.01163576,0.001553804,0.001665336,0.00006332732,0.0007529,0.0009376544,0.7289245],"genre_scores_gemma":[0.1208554,0.07491944,0.005140313,0.0009344901,0.0003785459,0.00008091762,0.0008287805,0.0001745058,0.7966875],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02772913,"threshold_uncertainty_score":0.09276319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01864961561050903,"score_gpt":0.2563400205816138,"score_spread":0.2376904049711047,"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."}}