{"id":"W1993051536","doi":"10.1016/j.jbiotec.2009.06.007","title":"Airlift-driven fibrous-bed bioreactor for continuous production of glucoamylase using immobilized recombinant yeast cells","year":2009,"lang":"en","type":"article","venue":"Journal of Biotechnology","topic":"Enzyme Production and Characterization","field":"Biochemistry, Genetics and Molecular Biology","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bioreactor; Airlift; Yeast; Chromatography; Chemistry; Biochemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003069856,0.0004773881,0.0003811202,0.0002431155,0.0002177202,0.0003635885,0.0004770158,0.0002764321,0.0004322588],"category_scores_gemma":[0.000150384,0.000155444,0.0003485808,0.0002206162,0.0001642913,0.0003026273,0.0003559384,0.0005716959,0.0003942883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002703583,"about_ca_system_score_gemma":0.0003038018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008981709,"about_ca_topic_score_gemma":0.00110388,"domain_scores_codex":[0.9998384,0.00002465019,0.00001714801,0.00003516368,0.00005910043,0.00002554773],"domain_scores_gemma":[0.9999168,0.00002118337,0.00001955237,0.000009402341,0.00001346564,0.0000196462],"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":[0.00004428881,0.0000220745,0.00007445591,0.00001545023,0.000002012005,0.00002464061,0.000009680002,0.00004760994,0.9987,0.00003729662,0.00002758589,0.0009949401],"study_design_scores_gemma":[0.00001458945,0.00008154054,0.000641382,0.000002131741,0.000007035743,0.00005695748,0.00001331097,0.002144767,0.996403,0.00002132397,0.0006085772,0.000005486496],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9673638,0.0005486489,0.03047451,0.0001311237,0.00008104994,0.00004338726,0.0003114916,0.0004312109,0.0006148759],"genre_scores_gemma":[0.9596322,0.0004854108,0.03619587,0.00005239588,0.0000369314,0.00006913045,0.0006781045,0.00004677765,0.002803206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008981709,"threshold_uncertainty_score":0.001961529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01074559490583906,"score_gpt":0.2528269321038858,"score_spread":0.2420813371980468,"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."}}