{"id":"W7037801613","doi":"","title":"Evaluation of Pulsed Xenon UV Lamp on Inactivation of Listeria monocytogenes on Stainless- Steel Surfaces","year":2023,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Listeria monocytogenes in Food Safety","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Blackberry (Canada)","funders":"Natural Sciences and Engineering Research Council of Canada; University of Waterloo","keywords":"Listeria monocytogenes; Fluence; Sterilization (economics); Contamination; Irradiation; Human decontamination; Ultraviolet","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":[0.0003226468,0.0003126367,0.000304496,0.0002131315,0.0001452962,0.0002806222,0.0002934117,0.0003223916,0.0009224007],"category_scores_gemma":[0.0003284847,0.0001374694,0.0004714161,0.0002660212,0.0001167725,0.0001657375,0.0001820428,0.0002311071,0.0001962796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001451969,"about_ca_system_score_gemma":0.0002265927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001200708,"about_ca_topic_score_gemma":0.00156329,"domain_scores_codex":[0.9996769,0.00007662668,0.00003213555,0.00005315115,0.0001130688,0.00004801224],"domain_scores_gemma":[0.9997153,0.00007970834,0.00005539135,0.00001740734,0.0001099937,0.00002216124],"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":[0.0004437692,0.0001905106,0.001074648,0.0003112376,0.00001915571,0.00006671085,0.00008204558,0.0003136388,0.9922501,0.00002491956,0.00007559222,0.005147696],"study_design_scores_gemma":[0.00001001404,0.004251059,0.011743,0.00003000567,0.00004074891,0.00006352703,0.0001462751,0.001017289,0.981775,0.00001417089,0.0008946079,0.00001419229],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976866,0.0009976613,0.0004678364,0.0000247885,0.00002071706,0.00002286565,0.0001574857,0.00001519222,0.0006068085],"genre_scores_gemma":[0.9934984,0.001883232,0.002621018,0.00003628958,0.00001159364,0.00003524977,0.0003088648,0.00001173427,0.001593606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001200708,"threshold_uncertainty_score":0.003085792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07397217590698348,"score_gpt":0.3044381053417123,"score_spread":0.2304659294347288,"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."}}