{"id":"W4410331103","doi":"10.1177/00219983251341628","title":"Tensile properties improvement of a unidirectional-mat flax/epoxy composite via click chemistry, nanocellulose addition and surface refining of short mat fibres","year":2025,"lang":"en","type":"review","venue":"Journal of Composite Materials","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Nanocellulose; Ultimate tensile strength; Composite material; Epoxy; Click chemistry; Composite number; Refining (metallurgy); Surface modification; Polymer chemistry; Chemical engineering; Cellulose; Metallurgy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001011984,0.0007205037,0.003666392,0.000316384,0.0001563539,0.0002378665,0.000729059,0.0003865779,0.0001925768],"category_scores_gemma":[0.00007611786,0.0005370248,0.0005033217,0.0003547501,0.0002553518,0.0003893055,0.0005244219,0.0003239131,0.000008040718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00021619,"about_ca_system_score_gemma":0.0003197536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007065702,"about_ca_topic_score_gemma":9.980039e-7,"domain_scores_codex":[0.9945909,0.0003371674,0.003399307,0.0004458808,0.0008236003,0.0004031179],"domain_scores_gemma":[0.9946204,0.0004149183,0.003465364,0.000497774,0.000847634,0.0001538817],"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":[0.0002816422,0.00007155003,0.000003501134,0.02749516,0.0002885251,0.00001828432,0.00005289513,0.00007764999,0.9617034,0.000009470124,0.0002820434,0.009715843],"study_design_scores_gemma":[0.0003506538,0.0003441379,0.000005668292,0.03145339,0.0009287588,0.0004403542,0.00001139778,0.000009731198,0.9466773,0.00002236714,0.01931862,0.0004375739],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.3729376,0.6248882,0.00002736644,0.00002492076,0.000892481,0.0005174311,0.0005144529,0.00003668091,0.0001609335],"genre_scores_gemma":[0.07166363,0.9198653,0.006487591,0.0000405585,0.0005078907,0.00003507515,0.0003344613,0.0001373384,0.0009281121],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3012739,"threshold_uncertainty_score":0.9997081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0219790396202715,"score_gpt":0.2697879242160834,"score_spread":0.2478088845958119,"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."}}