{"id":"W2734934994","doi":"10.1186/s13068-017-0860-7","title":"Limitation of cellulose accessibility and unproductive binding of cellulases by pretreated sugarcane bagasse lignin","year":2017,"lang":"en","type":"article","venue":"Biotechnology for Biofuels","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":134,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western Forest Products; University of British Columbia","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"Lignin; Cellulose; Cellulase; Sulfite; Bagasse; Chemistry; Hydrolysis; Enzymatic hydrolysis; Steam explosion; Organic chemistry; Biochemistry; Biotechnology; Pulp and paper industry; Biology","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":[0.0002822382,0.0006265727,0.0002838942,0.0002564713,0.0001778998,0.0005671419,0.0003292431,0.0002830777,0.000871871],"category_scores_gemma":[0.0002536984,0.0001474561,0.0002904825,0.0004509357,0.0002375603,0.0002444322,0.0001911231,0.0004342495,0.0001448127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004200752,"about_ca_system_score_gemma":0.000375172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003227086,"about_ca_topic_score_gemma":0.005219529,"domain_scores_codex":[0.999633,0.00003911588,0.00002990952,0.00006388766,0.0001485754,0.00008554096],"domain_scores_gemma":[0.9998011,0.00003892046,0.00006475701,0.00002213011,0.00004677757,0.00002646123],"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":[0.00005951329,0.00002067905,0.0006269252,0.00003555887,0.00001119389,0.00002231053,0.00001363602,0.0001119057,0.9982079,0.00001171295,0.000004415793,0.0008742975],"study_design_scores_gemma":[0.000001766237,0.0001666691,0.005359252,0.00000379249,0.00001868273,0.00002275831,0.00002787356,0.0002864675,0.9938061,0.000008435693,0.0002951753,0.000002907848],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981568,0.0003658812,0.0009907683,0.000009141096,0.000002681064,0.00001252662,0.0001240247,0.0000111794,0.0003269093],"genre_scores_gemma":[0.9972321,0.0004242666,0.001287214,0.00001138948,0.000002320651,0.00001875966,0.0003873758,0.00001054972,0.0006260666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003227086,"threshold_uncertainty_score":0.006416619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01648691288209573,"score_gpt":0.2432599127842932,"score_spread":0.2267729999021975,"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."}}