{"id":"W51320129","doi":"10.1007/bfb0009525","title":"Bioconversion of hemicellulosics","year":2005,"lang":"en","type":"review","venue":"Advances in biochemical engineering, biotechnology","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":69,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Xylose; Hemicellulose; Bioconversion; Corn stover; Chemistry; Biomass (ecology); Sugar; Hydrolysis; Pulp and paper industry; Straw; Food science; Raw material; Biochemistry; Organic chemistry; Biology; Agronomy; Fermentation","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":[0.0003388481,0.001122883,0.00109396,0.001153861,0.0001790293,0.0006212057,0.0006253977,0.0005000097,0.001349784],"category_scores_gemma":[0.0001941722,0.0002768871,0.0003544612,0.001896015,0.0002422298,0.0008673288,0.0004711766,0.0008089076,0.001644176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000399464,"about_ca_system_score_gemma":0.0004005186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007026621,"about_ca_topic_score_gemma":0.001240739,"domain_scores_codex":[0.999879,0.00001065082,0.00001172004,0.00002483494,0.00005768852,0.00001610588],"domain_scores_gemma":[0.999923,0.00002194399,0.00001668545,0.000008476879,0.00002263327,0.000007280606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008184009,0.0001172032,0.00012442,0.007551854,0.00006560176,0.0002930317,0.00003745873,0.000928951,0.07349602,0.002551376,0.003564773,0.9111875],"study_design_scores_gemma":[0.00002525718,0.0002136672,0.001373723,0.00102861,0.0001040314,0.001555816,0.00004091575,0.000493804,0.1177938,0.001697616,0.8756435,0.00002917031],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00500132,0.9847723,0.002766727,0.0001162545,0.000302683,0.00001808059,0.00005313932,0.00004015495,0.006929352],"genre_scores_gemma":[0.01102106,0.9791157,0.001996838,0.0001423809,0.00009472453,0.00001503904,0.000136243,0.000009685232,0.007468251],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001349784,"threshold_uncertainty_score":0.004515469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008576560818711457,"score_gpt":0.2481078092296237,"score_spread":0.2395312484109123,"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."}}