{"id":"W1998916250","doi":"10.1007/s11746-009-1515-z","title":"Structured and Specialty Lipids in Continuous Packed Column Reactors: Comparison of Production Using One and Two Enzyme Beds","year":2009,"lang":"en","type":"article","venue":"Journal of the American Oil Chemists Society","topic":"Enzyme Catalysis and Immobilization","field":"Biochemistry, Genetics and Molecular Biology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Substrate (aquarium); Chemistry; Yield (engineering); Chromatography; Volumetric flow rate; Response surface methodology; Packed bed; Rhizomucor miehei; Analytical Chemistry (journal); Materials science; Biochemistry; Lipase; Enzyme; Triacylglycerol lipase; Thermodynamics; Composite material","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":[0.0002830315,0.00009621759,0.0003214227,0.00001474969,0.00004844231,0.00001521458,0.00009525532,0.00005219142,0.00000113291],"category_scores_gemma":[0.0001636367,0.00007709395,0.0001104614,0.0001505485,0.0002364489,0.000009240174,0.0000374082,0.0001596077,9.19407e-9],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004110346,"about_ca_system_score_gemma":0.00005494169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003236119,"about_ca_topic_score_gemma":0.00001902171,"domain_scores_codex":[0.9992101,0.00005182652,0.0003447761,0.0001446098,0.0001450492,0.0001036836],"domain_scores_gemma":[0.9988639,0.00001064551,0.0007737116,0.0001613196,0.0001484577,0.00004199705],"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":[0.00007037925,0.00007831875,0.01840178,0.00001701222,0.00004696298,1.02807e-7,0.000552161,0.00005141409,0.9766704,0.000001192043,0.0004248202,0.003685417],"study_design_scores_gemma":[0.0005327783,0.00018983,0.02852017,0.00005543648,0.00006328924,0.00002862801,0.0009542773,0.0001091283,0.9690707,0.00002690109,0.0003522147,0.00009666166],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989088,0.0007596774,0.00003080313,0.0001808044,0.00005305249,0.00003586621,0.000002856022,0.000001307362,0.00002685697],"genre_scores_gemma":[0.998011,0.0004850023,0.001021581,0.00008654991,0.0003368396,3.216151e-7,0.000005961788,0.000007065701,0.00004567373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01011839,"threshold_uncertainty_score":0.31438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01204641138662447,"score_gpt":0.2812132485719833,"score_spread":0.2691668371853588,"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."}}