{"id":"W104737475","doi":"10.1007/978-1-59259-991-2_14","title":"Weak Lignin-Binding Enzymes","year":2009,"lang":"en","type":"book-chapter","venue":"Humana Press eBooks","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":142,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Cellulase; Lignin; Cellulosic ethanol; Cellulose; Chemistry; Bioconversion; Enzyme; Substrate (aquarium); Biochemistry; Organic chemistry; Biology; Fermentation","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007080216,0.0003883803,0.0003024129,0.0001650898,0.000101073,0.00006769814,0.0002352704,0.0004425633,0.0006408574],"category_scores_gemma":[0.000001548901,0.0003974486,0.0001568642,0.000003398232,0.00006402408,0.00004664688,0.00005560225,0.0004947049,0.0003087783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007050634,"about_ca_system_score_gemma":0.000009692541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006782694,"about_ca_topic_score_gemma":0.000002933262,"domain_scores_codex":[0.9988907,0.000006630911,0.0002688673,0.0003534936,0.0002212349,0.0002590918],"domain_scores_gemma":[0.9993764,0.000009385345,0.00006855298,0.000419498,0.00003183101,0.00009432041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001903667,0.00001253719,1.623063e-7,0.001086742,0.0003668488,0.00005706835,0.0003879813,0.00006208006,0.001527107,0.2662792,0.4071973,0.3230039],"study_design_scores_gemma":[0.0001586857,0.00002913947,7.551142e-7,0.0001409953,0.00006148971,0.000009049542,0.000005499149,0.00004957893,0.01395712,0.001237576,0.9838939,0.0004562646],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001221762,0.009278911,0.00001050648,0.00001284067,0.0008967072,0.0002643675,0.00001705737,0.00075454,0.9887528],"genre_scores_gemma":[0.002189796,0.001265778,0.0000710775,0.00005700117,0.0007979058,0.000006912564,0.00003983665,0.000101561,0.9954701],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5766966,"threshold_uncertainty_score":0.9998477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03923114824580558,"score_gpt":0.2198404957618567,"score_spread":0.1806093475160511,"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."}}