{"id":"W1982307760","doi":"10.1021/bp030050i","title":"On‐Line Sterilization of Cheese Whey Using Ultraviolet Radiation","year":2004,"lang":"en","type":"article","venue":"Biotechnology Progress","topic":"Listeria monocytogenes in Food Safety","field":"Biochemistry, Genetics and Molecular Biology","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Killam Trusts; Dalhousie University; National Science Council","keywords":"Residence time (fluid dynamics); Sterilization (economics); Ultraviolet; Turbidity; Volumetric flow rate; Radiation; Chemistry; Ultraviolet radiation; Irradiation; Materials science; Radiochemistry; Optoelectronics; Optics; 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":[0.0001037232,0.000145874,0.0001525046,0.00009799259,0.00004926728,0.000007420084,0.0001982047,0.0005260757,0.000004224987],"category_scores_gemma":[0.00006896332,0.0001447465,0.00005225817,0.0001574234,0.0002862856,0.00000436415,0.0001279161,0.00007587612,0.000003341591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004086389,"about_ca_system_score_gemma":0.00006659443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006028215,"about_ca_topic_score_gemma":0.000004077466,"domain_scores_codex":[0.9991143,0.00002912359,0.0002482582,0.0003219295,0.0000957146,0.00019063],"domain_scores_gemma":[0.999249,0.000001665599,0.0001747763,0.0004810263,0.00006356954,0.00002995901],"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":[0.0001915152,0.0001210284,0.0008553026,0.00002242256,0.00004024254,0.000003299014,0.00001727098,0.001078445,0.9877653,0.002033997,0.00000885658,0.007862288],"study_design_scores_gemma":[0.0009007989,0.0007727765,0.001003498,0.00002956038,0.00001724749,0.00003108858,0.00001748482,0.00009391871,0.99554,0.0004397343,0.001004835,0.0001490635],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923267,0.0006611315,0.00607876,0.0003317797,0.000219169,0.0002678385,0.00003091936,0.00004740971,0.00003629775],"genre_scores_gemma":[0.9950966,0.0001418544,0.004416305,0.00008408131,0.00008018486,0.0000154948,0.0001314248,0.00002381627,0.00001024279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007774662,"threshold_uncertainty_score":0.590259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05350285392687154,"score_gpt":0.3368745171510594,"score_spread":0.2833716632241878,"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."}}