{"id":"W2958479794","doi":"10.35812/cellulosechemtechnol.2019.53.44","title":"LIGNIN BIO-BASED MATERIAL IN UNSATURATED POLYESTER","year":2019,"lang":"en","type":"article","venue":"Cellulose Chemistry and Technology","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; University of Alberta","funders":"","keywords":"Lignin; Chemistry; Ultimate tensile strength; Kraft paper; Polyester; Organic chemistry; Composite material; Chemical engineering; Materials science","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":[0.0002268142,0.0003745152,0.0001098345,0.0003997348,0.0001196717,0.0002993691,0.0001385632,0.0002267178,0.0008960526],"category_scores_gemma":[0.0001638631,0.0001575324,0.0001734565,0.000316029,0.000164195,0.0003667413,0.0002496304,0.0002754605,0.000232715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001325495,"about_ca_system_score_gemma":0.00008359108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001897105,"about_ca_topic_score_gemma":0.0004633966,"domain_scores_codex":[0.9998497,0.00002842465,0.00001005621,0.00003587275,0.00004143089,0.00003454626],"domain_scores_gemma":[0.999866,0.00002930528,0.00004465076,0.00001203246,0.00002577953,0.00002216429],"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":[0.00003127901,0.00001093034,0.0002601537,0.00006022544,0.000003939375,0.00005346446,0.00001188385,0.0001079979,0.9975922,0.00008345876,0.000005039633,0.001779499],"study_design_scores_gemma":[0.00000147844,0.0001134248,0.004238734,0.00001188888,0.00001082732,0.0001099585,0.00002860178,0.0002938724,0.9934065,0.00004894917,0.001731575,0.000004135441],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913256,0.003015505,0.003403107,0.00001830636,0.00001182342,0.00001634623,0.0001255827,0.00002935829,0.002054411],"genre_scores_gemma":[0.9942604,0.001153332,0.002207461,0.00002011968,0.000004312807,0.00001459013,0.0001607405,0.000009017733,0.00216994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008960526,"threshold_uncertainty_score":0.002997637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002012573475403861,"score_gpt":0.1579676437081934,"score_spread":0.1559550702327895,"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."}}