{"id":"W2032639078","doi":"10.1139/s06-058","title":"Validation of UV coiled tube reactor for fresh juices","year":2007,"lang":"en","type":"article","venue":"Journal of Environmental Engineering and Science","topic":"Listeria monocytogenes in Food Safety","field":"Biochemistry, Genetics and Molecular Biology","cited_by":105,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pasteurization; Orange juice; Ultraviolet; Chemistry; Absorption (acoustics); Food science; Biodosimetry; Chromatography; Materials science; Irradiation; Composite material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005583301,0.00005237693,0.00007416831,0.00004411085,0.00002454769,0.000008162383,0.0001144921,0.00003019858,0.000002903834],"category_scores_gemma":[0.00005934868,0.00004458833,0.00003367153,0.00003322756,0.00009767713,0.00001290457,0.00004723601,0.00002792588,9.159201e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001892548,"about_ca_system_score_gemma":0.00001421218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.017507e-7,"about_ca_topic_score_gemma":1.282653e-7,"domain_scores_codex":[0.9995117,0.000002996171,0.0001826547,0.00008262912,0.0001236897,0.00009638575],"domain_scores_gemma":[0.9997359,0.00001511307,0.0001066514,0.00007411565,0.00001248444,0.00005573315],"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":[0.00004190857,0.00001509088,0.001547977,0.00000781516,0.000007502263,5.437161e-7,0.0000333772,0.0006172065,0.9970208,0.000008647128,0.000008362155,0.0006907432],"study_design_scores_gemma":[0.0002464688,0.0002843625,0.02046637,0.000009623492,0.000008227978,0.00003659153,0.00004860676,0.000160109,0.9769089,0.00000415571,0.001774906,0.00005165043],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930446,0.0002783517,0.006406988,0.000009991593,0.0001770416,0.00003859846,0.000008584508,9.081085e-7,0.00003499059],"genre_scores_gemma":[0.9950954,0.00007788037,0.004709265,0.00001140955,0.00008574877,4.276684e-7,0.000001821296,0.000004588708,0.00001349029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0201119,"threshold_uncertainty_score":0.1818259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01953788119273469,"score_gpt":0.2633689431966567,"score_spread":0.243831062003922,"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."}}