{"id":"W4224283155","doi":"10.1016/j.ijbiomac.2022.04.090","title":"Thermoplasticity reinforcement of ethanol organosolv lignin to improve compatibility in PLA-based ligno-bioplastics: Focusing on the structural characteristics of lignin","year":2022,"lang":"en","type":"article","venue":"International Journal of Biological Macromolecules","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Korea Forest Service; National Research Foundation of Korea","keywords":"Bioplastic; Organosolv; Compatibility (geochemistry); Lignin; Materials science; Compounding; Kraft paper; Composite material; Chemistry; Organic chemistry; Waste management","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":[0.0001279948,0.0002773934,0.00008903558,0.0001486898,0.00008365504,0.0001921412,0.0001310647,0.0001482898,0.0007215601],"category_scores_gemma":[0.00009361869,0.0001046147,0.0001761815,0.0001276789,0.00009988344,0.0002722862,0.0001181922,0.0003338069,0.0001561958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001155362,"about_ca_system_score_gemma":0.0001246453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003150177,"about_ca_topic_score_gemma":0.001013795,"domain_scores_codex":[0.9999484,0.000007676375,0.000004234489,0.00001008826,0.00001314167,0.00001644965],"domain_scores_gemma":[0.9999422,0.000007932231,0.00002174481,0.000004445752,0.00001284109,0.00001087722],"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":[0.00001685632,0.00001717402,0.00004758184,0.00001863886,0.000001875202,0.00001341707,0.00001054263,0.0001021273,0.9989819,0.0000695374,0.000006817321,0.0007134526],"study_design_scores_gemma":[0.000001488615,0.00004855991,0.0005073347,0.000002233873,0.000006226359,0.00001629199,0.000007628316,0.0006107858,0.9984357,0.000009276115,0.0003526692,0.000001791065],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946299,0.0006584102,0.003757391,0.00003109484,0.00001376821,0.000008462765,0.00002517116,0.00002886207,0.0008469237],"genre_scores_gemma":[0.9971018,0.0002816012,0.001420248,0.00001832376,0.000004125377,0.000004099192,0.0000241648,0.00001010559,0.001135393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007215601,"threshold_uncertainty_score":0.002413929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0137423573326064,"score_gpt":0.2353802783767001,"score_spread":0.2216379210440937,"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."}}