{"id":"W2990183953","doi":"10.3390/polym11121929","title":"Lignin Redistribution for Enhancing Barrier Properties of Cellulose-Based Materials","year":2019,"lang":"en","type":"article","venue":"Polymers","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"China Postdoctoral Science Foundation; Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China","keywords":"Lignin; Cellulose; Redistribution (election); Materials science; Polymer science; Chemical engineering; Chemistry; Organic chemistry; Engineering","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":[0.00008663991,0.0003104619,0.0001186025,0.0002130843,0.00009591976,0.0001753002,0.0001329714,0.0001256579,0.0008964135],"category_scores_gemma":[0.00007517756,0.00009313368,0.0001720461,0.0001658998,0.00008838986,0.0002533184,0.000146902,0.0002516039,0.0001859786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001267171,"about_ca_system_score_gemma":0.0000915077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000272327,"about_ca_topic_score_gemma":0.0005589083,"domain_scores_codex":[0.9999528,0.000005982837,0.00000249779,0.00001015271,0.00001354296,0.00001502638],"domain_scores_gemma":[0.9999589,0.000006619886,0.00001461843,0.000003752859,0.000008400343,0.000007743063],"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":[0.00001167142,0.000008622615,0.00005214091,0.00002452116,0.00000148891,0.00001860772,0.000005808637,0.00004669274,0.9987069,0.0000481415,0.000008916694,0.001066328],"study_design_scores_gemma":[0.000002782296,0.00004736708,0.0005438381,0.000001968632,0.000005217587,0.00003308566,0.0000074069,0.0004542119,0.9983444,0.00001378913,0.0005440637,0.000001877765],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898478,0.001482128,0.006756535,0.00004932715,0.00001341943,0.00001660448,0.00005891696,0.00007102338,0.001704166],"genre_scores_gemma":[0.9953945,0.0006539982,0.002641366,0.00003049623,0.000005459288,0.000008833025,0.00004727714,0.0000116429,0.001206538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008964135,"threshold_uncertainty_score":0.002998829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006972212504596431,"score_gpt":0.1827629363129062,"score_spread":0.1757907238083097,"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."}}