{"id":"W2382314233","doi":"","title":"STUDY ON PERFORMANCE OF CONTINUOUS ENZYME REACTOR WITH DYNAMIC MEMBRANE-SEPARATION","year":2002,"lang":"en","type":"article","venue":"","topic":"Enzyme Production and Characterization","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Membrane reactor; Residence time distribution; Residence time (fluid dynamics); Membrane; Inulinase; Chemistry; Chromatography; Reactor design; Substrate (aquarium); Plug flow reactor model; Chemical engineering; Continuous stirred-tank reactor; Process engineering; Materials science; Flow (mathematics); Enzyme; Nuclear engineering; Mechanics; Organic chemistry; Physics; Engineering; Biochemistry; Physical chemistry; Biology","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":[0.000046553,0.00007491204,0.00007671583,0.0000258727,0.00002307574,0.000006651983,0.00004834184,0.000037749,0.00006992661],"category_scores_gemma":[0.000008649046,0.00005747039,0.00001519054,0.00005613019,0.00001863085,0.000004638925,0.000009255448,0.00003277217,0.00001607132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004749756,"about_ca_system_score_gemma":0.000005088778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001740901,"about_ca_topic_score_gemma":0.000009184933,"domain_scores_codex":[0.9995306,0.00002094592,0.000115956,0.0001736991,0.0000895846,0.00006923899],"domain_scores_gemma":[0.9996545,0.000001876974,0.00006617543,0.0001964944,0.00006166301,0.00001926532],"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":[0.0001291181,0.0003328729,0.005658101,0.000008176597,0.00002481719,4.883611e-7,0.0001427388,0.00004187082,0.9926393,0.000013084,0.000207687,0.0008017297],"study_design_scores_gemma":[0.0006731742,0.002543848,0.01855472,0.000007024601,0.00001321592,0.000008608261,0.0002049396,0.0007165155,0.9748941,1.887847e-7,0.002262519,0.0001211408],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968348,0.00001808048,0.0001367078,0.00007227284,0.00005186261,0.0001869684,0.000002153485,0.00001254902,0.002684658],"genre_scores_gemma":[0.9960705,0.00004620908,0.0000582587,0.00006929024,0.00004337995,0.00001129579,0.00004646266,0.000009321033,0.00364526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01774521,"threshold_uncertainty_score":0.2343574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01149733447727692,"score_gpt":0.2422366822077954,"score_spread":0.2307393477305185,"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."}}