{"id":"W2981101646","doi":"10.1002/cctc.201901480","title":"Enzymatic Oxidation of Lignin: Challenges and Barriers Toward Practical Applications","year":2019,"lang":"en","type":"article","venue":"ChemCatChem","topic":"Enzyme-mediated dye degradation","field":"Agricultural and Biological Sciences","cited_by":115,"is_retracted":false,"has_abstract":true,"ca_institutions":"FPInnovations","funders":"National Science Foundation","keywords":"Lignin; Hemicellulose; Cellulose; Lignocellulosic biomass; Biomass (ecology); Raw material; Chemistry; Organic chemistry; Renewable resource; Substrate (aquarium); Biochemical engineering; Pulp and paper industry; Renewable energy; Materials science; Biology; Engineering; Ecology","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":[0.003368399,0.0006974593,0.0007047199,0.0007820838,0.0004099549,0.00306376,0.001006274,0.001938143,0.002939886],"category_scores_gemma":[0.001915647,0.0003672981,0.0004328949,0.0009538584,0.001037856,0.002970067,0.001152228,0.00237412,0.002551051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008794294,"about_ca_system_score_gemma":0.001342346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007910678,"about_ca_topic_score_gemma":0.00127586,"domain_scores_codex":[0.9987374,0.0003107533,0.0001108429,0.0002132513,0.0004898071,0.0001380024],"domain_scores_gemma":[0.9981045,0.0007674719,0.0002136445,0.0001283827,0.0006861647,0.00009974534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002520182,0.0004976439,0.001847146,0.0186878,0.0001462649,0.0007396986,0.0005559429,0.004613399,0.1840507,0.0410679,0.02455806,0.7229835],"study_design_scores_gemma":[0.00004324926,0.001100584,0.002194702,0.003562205,0.0001192077,0.001666727,0.002327352,0.007089596,0.08354454,0.04438337,0.8538305,0.000138057],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02626413,0.9282342,0.01893357,0.01493905,0.0006768382,0.00005984916,0.0001452671,0.0001099081,0.01063721],"genre_scores_gemma":[0.1252695,0.8468301,0.01979464,0.001808681,0.0008954194,0.0001095938,0.0003010923,0.00003176721,0.004959108],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003368399,"threshold_uncertainty_score":0.01781398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0289026250609914,"score_gpt":0.2409284725044215,"score_spread":0.2120258474434301,"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."}}