{"id":"W4321495747","doi":"10.3390/photonics10030239","title":"Towards Microbial Food Safety of Sprouts: Photodynamic Decontamination of Seeds","year":2023,"lang":"en","type":"article","venue":"Photonics","topic":"Listeria monocytogenes in Food Safety","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Suncor Energy (Canada)","funders":"","keywords":"Germination; Listeria monocytogenes; Human decontamination; Food science; Listeria; Mung bean; Reactive oxygen species; Microorganism; Chemistry; Food safety; Biology; Bacteria; Horticulture; Biochemistry; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002955886,0.0001406859,0.0002211781,0.00007568028,0.00003228725,0.000005267143,0.0002759019,0.0001721346,0.00002027184],"category_scores_gemma":[0.00007302701,0.0001493128,0.000138669,0.0002276088,0.00009194704,0.000004211712,0.0002732527,0.00005534463,0.000006032403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003729105,"about_ca_system_score_gemma":0.0001545188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002794697,"about_ca_topic_score_gemma":0.0001005993,"domain_scores_codex":[0.9989544,0.00004510403,0.0003990385,0.0002604077,0.0001373371,0.0002037628],"domain_scores_gemma":[0.9991757,0.00001269807,0.0001965871,0.0004396906,0.0001361591,0.00003915972],"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":[0.0002407627,0.00004629377,0.0004895197,0.00009020514,0.00009964268,8.068685e-7,0.0001271383,0.0001410857,0.9967307,0.0001980663,0.0001112077,0.001724602],"study_design_scores_gemma":[0.0007517065,0.0004730344,0.003773998,0.00002057267,0.00002939821,0.000007481085,0.00007995721,0.0005288125,0.9854738,0.00008470828,0.008626063,0.0001505064],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963543,0.00019778,0.0005404925,0.00003332234,0.0003629653,0.0002762686,0.0003335321,0.00002082318,0.001880533],"genre_scores_gemma":[0.9978746,0.0003549043,0.001080719,0.00004947137,0.00003746583,0.00001666217,0.0004065677,0.00002965448,0.000149947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01125691,"threshold_uncertainty_score":0.6088799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03088538442338391,"score_gpt":0.2945431671317196,"score_spread":0.2636577827083357,"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."}}