{"id":"W2926666870","doi":"10.3390/polym11040612","title":"Highly Toughened and Transparent Biobased Epoxy Composites Reinforced with Cellulose Nanofibrils","year":2019,"lang":"en","type":"article","venue":"Polymers","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Toronto","funders":"University of Toronto; Genome Canada","keywords":"Epoxy; Materials science; Composite material; Toughness; Glass transition; Thermal stability; Dynamic mechanical analysis; Flexural modulus; Heat deflection temperature; Cellulose; Polymer; Flexural strength; Izod impact strength test; Ultimate tensile strength; Chemical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001631351,0.0003525519,0.0001404142,0.0002406874,0.0001078821,0.0001449478,0.0001186453,0.0002787893,0.0006466564],"category_scores_gemma":[0.0001457208,0.0001671995,0.0001566361,0.00007817742,0.0001354428,0.0003033269,0.000113624,0.0003096463,0.000130662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001001776,"about_ca_system_score_gemma":0.00007319374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003271074,"about_ca_topic_score_gemma":0.0009874856,"domain_scores_codex":[0.9999088,0.000007949354,0.000006406385,0.00002474582,0.00003339263,0.00001872701],"domain_scores_gemma":[0.9998229,0.00003297059,0.00006728207,0.000008670532,0.00003058519,0.00003749374],"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":[0.000006775022,0.000004472165,0.00002731566,0.00001313548,9.879193e-7,0.0000221449,0.000006696008,0.00003050312,0.9996498,0.00001150152,0.000003126989,0.0002235327],"study_design_scores_gemma":[0.000002499087,0.00008940316,0.002161505,0.00000419563,0.000005002083,0.00009549456,0.00001557001,0.0003693875,0.9967855,0.0000153573,0.0004521917,0.000003918736],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933922,0.0007948003,0.004703561,0.00002487374,0.00002610341,0.00001608706,0.00007560803,0.00004880527,0.0009180599],"genre_scores_gemma":[0.992115,0.0004626026,0.005415033,0.0000292989,0.000009589938,0.00001745944,0.00009977566,0.00001671089,0.001834608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006466564,"threshold_uncertainty_score":0.002163291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01577440820722156,"score_gpt":0.2531892983598095,"score_spread":0.2374148901525879,"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."}}