{"id":"W2017032761","doi":"10.1007/s00253-002-1122-5","title":"Bioprocessing strategies for improving hen egg-white lysozyme (HEWL) production by recombinant Aspergillus niger HEWL WT-13-16","year":2002,"lang":"en","type":"article","venue":"Applied Microbiology and Biotechnology","topic":"Enzyme Production and Characterization","field":"Biochemistry, Genetics and Molecular Biology","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Aspergillus niger; Lysozyme; Protease; Mycelium; Chromatography; Bioprocess; Chemistry; Biochemistry; Bioreactor; Enzyme; Biology; Botany","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003137229,0.0006747002,0.0004091731,0.0002219071,0.0001711859,0.0005896959,0.0003538158,0.0002772247,0.0005573549],"category_scores_gemma":[0.0002806016,0.0002178076,0.0004421887,0.0003465412,0.000200282,0.0003606298,0.0002828257,0.0007853078,0.0004484725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003152124,"about_ca_system_score_gemma":0.0003153031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001280175,"about_ca_topic_score_gemma":0.001763361,"domain_scores_codex":[0.9996997,0.00004763742,0.00006760887,0.00004993968,0.00008208182,0.00005304677],"domain_scores_gemma":[0.9998627,0.00002234649,0.00003713652,0.00002598396,0.00002882178,0.00002296324],"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":[0.00003769404,0.00003736334,0.000128353,0.00002144698,0.000003207668,0.0000201527,0.00000765219,0.0001015547,0.9982067,0.00002672064,0.00001409446,0.001395063],"study_design_scores_gemma":[0.000002991164,0.00003865717,0.0002883694,0.000001605108,0.000005856438,0.00003092385,0.000007255187,0.000249543,0.9990791,0.000008823372,0.0002847691,0.000002100567],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9731483,0.001143488,0.02351411,0.0001738539,0.00006503196,0.0001065833,0.0004642787,0.0002388294,0.001145498],"genre_scores_gemma":[0.9669339,0.0008911222,0.02722766,0.00007196243,0.000008804085,0.0000494591,0.001090346,0.00007966397,0.003647221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001280175,"threshold_uncertainty_score":0.002545476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006372407183782178,"score_gpt":0.1959875019734252,"score_spread":0.189615094789643,"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."}}