{"id":"W2106108565","doi":"10.1007/s12010-012-0008-y","title":"Xylitol Production by Genetically Engineered Trichoderma reesei Strains Using Barley Straw as Feedstock","year":2012,"lang":"en","type":"article","venue":"Applied Biochemistry and Biotechnology","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakehead University","funders":"Natural Sciences and Engineering Research Council of Canada; Lakehead University","keywords":"Xylitol; Xylose; Organosolv; Trichoderma reesei; Chemistry; Hemicellulose; Biochemistry; Food science; Cellulase; Enzyme; Cellulose; Fermentation","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001134055,0.0002562232,0.0001872695,0.0000828542,0.0001009241,0.00002175316,0.0001422665,0.0007898152,0.00005559727],"category_scores_gemma":[0.00002181095,0.0002522793,0.00003617046,0.0002716998,0.0001978553,0.00006572037,0.00005905165,0.0003858499,0.00002158067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006077129,"about_ca_system_score_gemma":0.00001539039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004186846,"about_ca_topic_score_gemma":1.328062e-7,"domain_scores_codex":[0.9988439,0.000006776697,0.0002256146,0.0003594606,0.0001163711,0.0004478878],"domain_scores_gemma":[0.9994825,0.000006184662,0.0000384596,0.0003079255,0.00002096732,0.0001439796],"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":[0.00001326346,0.00005307336,0.00002665946,0.000151397,0.00003518559,5.121952e-7,0.00002552966,0.00001475927,0.9882283,0.0001417342,0.002311157,0.008998459],"study_design_scores_gemma":[0.0002600339,0.00002834193,0.00003945401,0.000008638515,0.00003064184,0.0001167209,0.0002388567,0.0004063335,0.9859815,0.00006189664,0.01251689,0.0003107328],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941681,0.001764309,0.001138864,0.0008986852,0.0003023751,0.0002548133,0.00001923963,0.0006166454,0.0008369641],"genre_scores_gemma":[0.9971476,0.0003973944,0.001802877,0.00005181197,0.000336354,0.00001445687,0.0000507188,0.00002769328,0.0001710985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01020573,"threshold_uncertainty_score":0.999993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008030446347281032,"score_gpt":0.2027193964679106,"score_spread":0.1946889501206296,"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."}}