{"id":"W3185716732","doi":"10.1016/b978-0-323-88506-5.50026-7","title":"Process and product design for the simultaneous synthesis of xylitol and sorbitol from biomass","year":2021,"lang":"en","type":"book-chapter","venue":"Computer-aided chemical engineering/Computer aided chemical engineering","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"H2020 Marie Skłodowska-Curie Actions; Horizon 2020; Canadian Mennonite University","keywords":"Xylitol; Sorbitol; Biomass (ecology); Process engineering; Xylose; Raw material; Lignocellulosic biomass; Pulp and paper industry; Hydrolysis; Chemistry; Fermentation; Engineering; Organic chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002017801,0.00124498,0.001398248,0.0002354126,0.00006295848,0.0001401556,0.0006442256,0.0008307673,0.00002228143],"category_scores_gemma":[0.0001642561,0.001158886,0.0003528692,0.0001686904,0.0001710172,0.0001552841,0.0004223539,0.001004562,0.000004027836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001605641,"about_ca_system_score_gemma":0.00004476118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003932576,"about_ca_topic_score_gemma":5.694356e-8,"domain_scores_codex":[0.9964707,0.00001099696,0.001047911,0.001303742,0.0004460103,0.0007206152],"domain_scores_gemma":[0.9964868,0.001914622,0.0001765824,0.0008104668,0.0002256791,0.0003858477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001025881,0.00008516438,0.000001313748,0.01012954,0.001796225,0.00007108147,0.0002910129,0.3399326,0.609945,0.0004127392,0.001383345,0.03584938],"study_design_scores_gemma":[0.0004328282,0.00003313134,0.000001066863,0.0006493526,0.0002106654,0.00007228113,0.000002346114,0.585499,0.4088078,0.00008690848,0.00338538,0.0008192523],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02608515,0.01269835,0.9519787,0.0003866467,0.00362255,0.002547969,0.0003395464,0.00220415,0.0001369719],"genre_scores_gemma":[0.6013893,0.001228219,0.3831258,0.0001965048,0.0111667,0.0004581632,0.0004964219,0.001404133,0.0005347565],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5753042,"threshold_uncertainty_score":0.9990861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009864159118679616,"score_gpt":0.183835117677583,"score_spread":0.1739709585589034,"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."}}