{"id":"W2088743335","doi":"10.1016/j.biortech.2011.04.050","title":"Acid-catalyzed conversion of xylose, xylan and straw into furfural by microwave-assisted reaction","year":2011,"lang":"en","type":"article","venue":"Bioresource Technology","topic":"Catalysis for Biomass Conversion","field":"Engineering","cited_by":266,"is_retracted":false,"has_abstract":false,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"Agriculture and Agri-Food Canada; Türkiye Bilimsel ve Teknolojik Araştırma Kurumu","keywords":"Furfural; Xylose; Chemistry; Xylan; Catalysis; Straw; Biomass (ecology); Nuclear chemistry; Organic chemistry; Hydrolysis; Inorganic chemistry; Fermentation; Agronomy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001835047,0.0002902928,0.0002222714,0.0002034493,0.0001440126,0.0001436203,0.0002515046,0.0002066241,0.0008216152],"category_scores_gemma":[0.0001166155,0.00009806368,0.0002257308,0.0002048807,0.0001321158,0.0002691058,0.0001785534,0.0002758448,0.0002634188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001851931,"about_ca_system_score_gemma":0.0002308294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007687664,"about_ca_topic_score_gemma":0.001064376,"domain_scores_codex":[0.9999218,0.00001727794,0.000005418505,0.000008999131,0.00001564537,0.00003092329],"domain_scores_gemma":[0.9999797,0.000004038162,0.000003184697,0.000002935963,0.000004643421,0.000005436398],"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":[0.0001809704,0.00003339707,0.0002253999,0.0001007387,0.00001498095,0.0001209839,0.00004662114,0.0002588906,0.9925331,0.0004595476,0.00008674207,0.005938515],"study_design_scores_gemma":[0.00001310753,0.0001233541,0.0007626641,0.000003060916,0.00001309463,0.00007716566,0.00001332769,0.000747511,0.9962847,0.00007353894,0.00188274,0.000005843651],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858912,0.001993317,0.008574879,0.0001044504,0.00004855361,0.00002996955,0.0001201913,0.00006325825,0.003174343],"genre_scores_gemma":[0.9962514,0.0005394802,0.001837017,0.00001253399,0.000006517006,0.000006544822,0.00009214678,0.000004916724,0.001249365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008216152,"threshold_uncertainty_score":0.002748609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007695827572901204,"score_gpt":0.1781828716266275,"score_spread":0.1704870440537263,"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."}}