{"id":"W4411044451","doi":"10.1016/j.ijbiomac.2025.144984","title":"Cellulase hyperproduction Trichoderma reesei mutant strain BB8 for the bioextraction and bioconversion of ginsenoside from Panax notoginseng","year":2025,"lang":"en","type":"article","venue":"International Journal of Biological Macromolecules","topic":"Ginseng Biological Effects and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Cellulase; Trichoderma reesei; Bioconversion; Panax notoginseng; Chemistry; Mutant; Strain (injury); Enzyme; Microbiology; Biochemistry; Biology; Fermentation; Medicine; Gene","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":[0.0003619552,0.000118873,0.0001642272,0.00006915152,0.0000768445,0.000028763,0.0002831565,0.0001436867,0.000009537744],"category_scores_gemma":[0.0005985316,0.00006980311,0.000151778,0.00007574514,0.0001967603,0.000006623131,0.00008103583,0.0001134527,4.946203e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001726129,"about_ca_system_score_gemma":0.00003957177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004240107,"about_ca_topic_score_gemma":0.000005576308,"domain_scores_codex":[0.9990978,0.0001002028,0.0003641479,0.0002182317,0.0001128615,0.0001067773],"domain_scores_gemma":[0.9989091,0.0003394197,0.0002884343,0.0001260751,0.0002975684,0.00003937832],"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":[0.0004354923,0.0001048448,0.0007063258,0.000005125558,0.0001596308,0.000003947834,0.00001028892,0.00005368691,0.9591946,0.0005407669,0.0002407751,0.03854451],"study_design_scores_gemma":[0.001172749,0.0006910079,0.01640004,0.00005583876,0.00007692702,0.00006206153,0.0003514292,0.0007061379,0.9521397,0.003093555,0.02510152,0.0001490408],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9419502,0.001272653,0.05200947,0.003913867,0.0003691369,0.0002383913,0.0002016976,0.000005126012,0.00003948046],"genre_scores_gemma":[0.9964758,0.001224759,0.001588171,0.0003044645,0.0002665385,0.00001351362,0.00009379536,0.000004678285,0.00002833622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05452557,"threshold_uncertainty_score":0.2846488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01584722405037599,"score_gpt":0.2881082782381475,"score_spread":0.2722610541877715,"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."}}