{"id":"W4322769603","doi":"10.1111/jfs.13049","title":"Bacterial biofilm reduction by 275 and 455 nm light pulses emitted from light emitting diodes","year":2023,"lang":"en","type":"article","venue":"Journal of Food Safety","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Alberta Agriculture and Forestry","keywords":"Biofilm; Light-emitting diode; Ultraviolet; Salmonella; Chemistry; Microbiology; Confocal laser scanning microscopy; Materials science; Bacteria; Optoelectronics; Biology","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":[0.0003105396,0.0001837049,0.0002827105,0.00007397321,0.0001530325,0.00007957174,0.0001203713,0.0002366478,0.0000239388],"category_scores_gemma":[0.0001167869,0.0001551164,0.0001335343,0.0001435524,0.00004122213,0.00002194631,0.00009470882,0.0001637493,0.000004573245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001811352,"about_ca_system_score_gemma":0.00005674958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001350954,"about_ca_topic_score_gemma":0.000006739271,"domain_scores_codex":[0.998732,0.00008650729,0.0005219985,0.0002487236,0.0001522389,0.0002585317],"domain_scores_gemma":[0.9991908,0.00001807758,0.000370994,0.0001697585,0.0001193943,0.0001309889],"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":[0.0004513714,0.00002593111,0.0002489815,0.000007886323,0.0001491778,0.000006192989,0.00009091798,0.000001112587,0.9832268,0.000003807764,0.009093017,0.006694771],"study_design_scores_gemma":[0.0007637283,0.0005274564,0.002770767,0.00006717547,0.00005080133,0.0001116251,0.0001659851,0.000004355985,0.9001451,0.00002535832,0.09518256,0.0001851482],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954455,0.001084365,0.00001802899,0.001683639,0.001424595,0.00006857849,0.000115627,0.00001441147,0.0001452927],"genre_scores_gemma":[0.9955188,0.001195957,0.0004897911,0.00006345196,0.002381239,6.798359e-7,0.0001936223,0.0000268968,0.0001295318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08608954,"threshold_uncertainty_score":0.6325464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008474857348424224,"score_gpt":0.2224843336342475,"score_spread":0.2140094762858233,"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."}}