{"id":"W2482547159","doi":"10.1089/ind.2015.0037","title":"Modeling of Oxygen Delignified Wheat Straw Enzymatic Hydrolysis as a Function of Hydrolysis Time, Enzyme Concentration, and Lignin Content","year":2016,"lang":"en","type":"article","venue":"Industrial Biotechnology","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia; Consejo Nacional de Ciencia y Tecnología","keywords":"Cellulase; Lignin; Chemistry; Enzymatic hydrolysis; Hydrolysis; Straw; Chromatography; Biochemistry; Organic chemistry; Inorganic chemistry","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":[0.0001626677,0.0006722414,0.0005044302,0.0002982247,0.0002793622,0.0006628922,0.0005683749,0.0007114828,0.0008200426],"category_scores_gemma":[0.0002641127,0.0002871375,0.0006002156,0.0003346402,0.0002515482,0.0003644782,0.000277495,0.0003098607,0.0001339404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009499436,"about_ca_system_score_gemma":0.0005950763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02410583,"about_ca_topic_score_gemma":0.007969799,"domain_scores_codex":[0.9999336,0.00001069427,0.000004366259,0.00001989342,0.00001569333,0.00001562199],"domain_scores_gemma":[0.9998909,0.00005035319,0.00002316785,0.000006322873,0.00002085429,0.00000837774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003212838,0.00002372043,0.0004990563,0.00001943219,0.000006498526,0.00003792204,0.00001211551,0.9903407,0.008064406,0.0001881832,0.00002322227,0.0007527032],"study_design_scores_gemma":[0.000003725519,0.00001623721,0.0001849786,0.000001155688,0.000003160655,0.000002659691,0.000003529276,0.99749,0.002177375,0.00004334686,0.00007151264,0.000002280502],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9502683,0.000209944,0.04331917,0.00008093066,0.00001402549,0.00004915035,0.0004286538,0.0001992929,0.005430599],"genre_scores_gemma":[0.9943767,0.0001645086,0.002837146,0.000009370742,0.00000168845,0.000054073,0.0002093944,0.00002013785,0.002327096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02410583,"threshold_uncertainty_score":0.04793108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02659697550188448,"score_gpt":0.1995982171658926,"score_spread":0.1730012416640082,"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."}}