{"id":"W2477466081","doi":"10.1021/bk-2001-0769.ch006","title":"An Overview of Factors Influencing the Enzymatic Hydrolysis of Lignocellulosic Feedstocks","year":2000,"lang":"en","type":"book-chapter","venue":"ACS symposium series","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Lignocellulosic biomass; Biofuel; Biomass (ecology); Renewable energy; Gasoline; Biochemical engineering; Enzymatic hydrolysis; Environmental science; Waste management; Renewable fuels; Pulp and paper industry; Hydrolysis; Chemistry; Engineering; Organic chemistry; Agronomy","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":[0.0001284263,0.001280714,0.0007982004,0.001196859,0.0002476354,0.0009848718,0.0006166679,0.0005442649,0.008154648],"category_scores_gemma":[0.0001276055,0.0003733626,0.0004084782,0.002039054,0.0001591495,0.001163741,0.0003768782,0.0009428716,0.008006254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005227789,"about_ca_system_score_gemma":0.0003953043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000765754,"about_ca_topic_score_gemma":0.001570889,"domain_scores_codex":[0.9999459,0.000004197544,0.00000464044,0.00001363162,0.00002522291,0.000006387271],"domain_scores_gemma":[0.9999536,0.00001784858,0.000005141816,0.000002629143,0.0000142976,0.000006446547],"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":[0.000131714,0.0002645979,0.0002614178,0.00472357,0.00005336135,0.0004970181,0.0001404657,0.003737489,0.07494458,0.01160885,0.0525788,0.8510581],"study_design_scores_gemma":[0.00001033237,0.0001397668,0.001242241,0.0007480809,0.00003976902,0.001116703,0.00004423011,0.0009815854,0.01113519,0.008200089,0.9763164,0.0000257405],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006849752,0.8852158,0.01569754,0.0007834999,0.001558733,0.00007420274,0.000455172,0.0003682794,0.08899699],"genre_scores_gemma":[0.01114076,0.8212306,0.01485513,0.0007275745,0.000662629,0.0001109535,0.001069377,0.0001111124,0.1500919],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008154648,"threshold_uncertainty_score":0.02728003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01931009893492365,"score_gpt":0.2137437475792466,"score_spread":0.194433648644323,"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."}}