{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001924738,0.0001159105,0.0002676841,0.0001459746,0.00004516348,0.0000101822,0.0001432031,0.0003091461,0.000005799742],"category_scores_gemma":[0.0001613326,0.0001026357,0.0001349177,0.0001300777,0.00008255281,0.00001072509,0.00002171829,0.0001206273,5.577081e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002345342,"about_ca_system_score_gemma":0.0000689652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002270602,"about_ca_topic_score_gemma":0.00000143619,"domain_scores_codex":[0.9990649,0.00003444164,0.0004741819,0.0001958928,0.00007960487,0.0001509854],"domain_scores_gemma":[0.9988124,0.000004005581,0.0006863537,0.0002216641,0.0002392303,0.00003633718],"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":[0.0004440209,0.0001967579,0.00004387887,0.00001855148,0.00003792826,0.000001403948,0.00001953278,0.00003084402,0.9926214,0.00003298508,0.0008871979,0.005665488],"study_design_scores_gemma":[0.0008562406,0.001617257,0.0001447661,0.00003446517,0.00003916961,0.0001710107,0.00009681007,0.00003970813,0.9871699,0.00008242043,0.009644755,0.0001035398],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932973,0.000223164,0.003910625,0.001355868,0.0009585639,0.0002268794,0.000009582638,0.00001241717,0.00000555887],"genre_scores_gemma":[0.9941998,0.0003494757,0.00494034,0.0000521273,0.000292436,0.000001790313,0.00002046334,0.00001359287,0.0001300232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008757558,"threshold_uncertainty_score":0.4185362,"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."}}