{"id":"W1988174784","doi":"10.1186/s13068-014-0176-9","title":"Direct and up-close views of plant cell walls show a leading role for lignin-modifying enzymes on ensuing xylanases","year":2014,"lang":"en","type":"article","venue":"Biotechnology for Biofuels","topic":"Enzyme-mediated dye degradation","field":"Agricultural and Biological Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Light Source (Canada); University of Toronto","funders":"National Research Council Canada; Natural Sciences and Engineering Research Council of Canada; University of Toronto; Government of Ontario; Western Economic Diversification Canada; Ontario Genomics Institute; Canadian Institutes of Health Research; Mitacs; Genome Canada; University of Saskatchewan; Canadian Light Source","keywords":"Lignin; Enzyme; Cell wall; Cellulase; Biofuel; Biotechnology; Bioenergy; Chemistry; Biochemistry; Biochemical engineering; Biology; Botany; Engineering","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":[0.00008135027,0.0003309895,0.0001168189,0.0003745553,0.0002059933,0.000342033,0.0001730459,0.0004595511,0.003984537],"category_scores_gemma":[0.00009610498,0.0001890084,0.0001774182,0.0001917673,0.0002780283,0.0003934023,0.0002880652,0.0008329421,0.0008645613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001930971,"about_ca_system_score_gemma":0.0001708778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005286542,"about_ca_topic_score_gemma":0.0007021423,"domain_scores_codex":[0.9999435,0.000004089169,0.000002866059,0.00001559499,0.00001931131,0.00001459093],"domain_scores_gemma":[0.9998833,0.00003576438,0.00002295465,0.00001587157,0.0000215427,0.00002045573],"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":[0.00004350632,0.000010914,0.0004031995,0.00005810141,0.00000392815,0.0002058142,0.00005632134,0.0001602022,0.9961946,0.0002643458,0.0001266885,0.002472451],"study_design_scores_gemma":[0.00001445511,0.0001741718,0.04299945,0.00006657921,0.00002581334,0.00209445,0.0002831364,0.005806085,0.9379681,0.0007726452,0.009775179,0.00001988884],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9326882,0.00459328,0.04843413,0.00032955,0.00008949741,0.00006032791,0.001128498,0.0007199365,0.01195651],"genre_scores_gemma":[0.9527412,0.001603925,0.03826182,0.0001565056,0.00003394402,0.00005226418,0.0007461776,0.0001251201,0.006279034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003984537,"threshold_uncertainty_score":0.01332963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02581467144800715,"score_gpt":0.2369818611437726,"score_spread":0.2111671896957654,"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."}}