{"id":"W2996600852","doi":"10.3390/foods8120679","title":"Inactivation of Escherichia Coli and Salmonella Using 365 and 395 nm High Intensity Pulsed Light Emitting Diodes","year":2019,"lang":"en","type":"article","venue":"Foods","topic":"Listeria monocytogenes in Food Safety","field":"Biochemistry, Genetics and Molecular Biology","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; University of Alberta; Alberta Agriculture and Forestry","keywords":"Salmonella enterica; Salmonella; Escherichia coli; Light-emitting diode; Food science; Bacteria; Chemistry; Microbiology; Antibacterial activity; Materials science; Biology; Optoelectronics; 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":[0.00013907,0.0001195975,0.0001886285,0.00002477373,0.00004595338,0.00001632689,0.00006814765,0.000140816,0.000004145266],"category_scores_gemma":[0.00005398349,0.0001163793,0.00002774118,0.00006181619,0.00005638273,0.000007717949,0.0002421114,0.00005630375,5.685845e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001481203,"about_ca_system_score_gemma":0.00002480455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005879678,"about_ca_topic_score_gemma":0.00000496094,"domain_scores_codex":[0.9993149,0.00003926436,0.0001811728,0.0002650512,0.00006753535,0.0001320537],"domain_scores_gemma":[0.9995201,0.00001136582,0.0001228756,0.0002289101,0.00007596635,0.00004083088],"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":[0.0001705755,0.00001584106,0.02538585,0.00005461145,0.00004437865,3.976213e-7,0.00007381001,0.00002313767,0.9735483,0.00003011501,0.0000129549,0.0006400474],"study_design_scores_gemma":[0.0004448972,0.000273616,0.03296264,0.00002866235,0.00002205041,0.000009602501,0.00009392484,0.0004800271,0.9645581,0.00005687826,0.000924308,0.0001453049],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985756,0.0002958406,0.0004051068,0.0000424399,0.0001925625,0.0001570711,0.000009552555,0.000006564643,0.0003152123],"genre_scores_gemma":[0.9969501,0.000043934,0.00272174,0.00008398999,0.00009340314,0.000002362595,0.00002569353,0.00001766391,0.00006108197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008990197,"threshold_uncertainty_score":0.4745808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03292675645303474,"score_gpt":0.2808345948641545,"score_spread":0.2479078384111197,"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."}}