{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000682014,0.00008725137,0.0001336921,0.00002022013,0.00001233572,0.00001008658,0.00006526693,0.00006463306,0.00006609535],"category_scores_gemma":[0.000009589226,0.00008110957,0.00004249276,0.0000383139,0.00001748622,0.00003891049,0.000006938278,0.00002617734,0.00001462873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003039981,"about_ca_system_score_gemma":0.00002288406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007859519,"about_ca_topic_score_gemma":4.601361e-7,"domain_scores_codex":[0.9995101,0.00000485909,0.0001660622,0.00008922566,0.00007286736,0.0001568735],"domain_scores_gemma":[0.9997832,0.0000136198,0.00002837875,0.0001212615,0.0000187364,0.00003481398],"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":[0.000008676981,0.000004753913,0.00002685969,0.000483113,0.00001524284,1.120423e-7,0.00006490379,0.00003022635,0.9983858,0.00002794114,0.0009047472,0.00004765503],"study_design_scores_gemma":[0.0002879801,0.00001871698,0.000002951241,0.00008657108,0.00001194249,2.757667e-7,0.00007887926,0.0003787421,0.9987233,0.000006745944,0.0002998979,0.0001040058],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964125,0.0003900389,0.0003062192,0.00002001509,0.0004374228,0.0001685801,0.00008249133,0.00009836764,0.002084353],"genre_scores_gemma":[0.9993324,0.000001869033,0.00008814901,0.00001389942,0.00006944087,0.00002348285,0.0000388425,0.00002008621,0.0004118341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002919885,"threshold_uncertainty_score":0.3307553,"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."}}