{"id":"W1971925934","doi":"10.1002/bit.21611","title":"The bactericidal effect of ultraviolet and visible light on <i>Escherichia coli</i>","year":2007,"lang":"en","type":"article","venue":"Biotechnology and Bioengineering","topic":"Listeria monocytogenes in Food Safety","field":"Biochemistry, Genetics and Molecular Biology","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Escherichia coli; Dose; Ultraviolet; Irradiation; Monochromatic color; Visible spectrum; Radiation; Wavelength; Chemistry; Biology; Optics; Physics; Biochemistry","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":[0.0003111135,0.0001441378,0.0001355164,0.00004321345,0.00008271719,0.000009842624,0.0001309057,0.0003234055,4.750681e-7],"category_scores_gemma":[0.00004193491,0.00009959165,0.00002959995,0.00008826499,0.0001692964,0.000002087449,0.0001280752,0.0001133468,6.35818e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005672229,"about_ca_system_score_gemma":0.000005932844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002347151,"about_ca_topic_score_gemma":0.000004129868,"domain_scores_codex":[0.9993562,0.00001611536,0.000155574,0.0002125755,0.00004460201,0.0002149969],"domain_scores_gemma":[0.9996135,0.00004122713,0.00004583899,0.0002502604,0.00001175957,0.00003746452],"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":[0.0002309184,0.000007175482,0.001061306,0.00002542732,0.0000435477,0.000002139372,0.000005643277,0.000003835716,0.9914188,0.0003867659,0.00002080857,0.006793615],"study_design_scores_gemma":[0.0003244303,0.000995812,0.003643752,0.0000140825,0.00001423962,0.00002235715,0.00001334479,0.00001876381,0.9724091,0.000005047108,0.02242887,0.0001102149],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965758,0.001606774,0.001027821,0.0003128801,0.0001740024,0.0001320453,0.00000567543,0.00003006535,0.0001348965],"genre_scores_gemma":[0.9988173,0.00069776,0.0003209748,0.00005385999,0.00005868583,0.000005484952,0.000005097488,0.00001374765,0.00002706595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02240806,"threshold_uncertainty_score":0.406123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008257795868358096,"score_gpt":0.2445446152107057,"score_spread":0.2362868193423476,"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."}}