{"id":"W4408363034","doi":"10.1007/s10853-025-10749-1","title":"Enhancement of tensile properties of flax-mat epoxy composites via click chemistry with surface fibrillation and compaction of the fiber preforms","year":2025,"lang":"en","type":"article","venue":"Journal of Materials Science","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Composite material; Materials science; Epoxy; Ultimate tensile strength; Compaction; Solid mechanics; Fiber; Natural fiber; Synthetic fiber; Fibrillation","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":[],"consensus_categories":[],"category_scores_codex":[0.0007657389,0.0001188898,0.0003891769,0.00006509723,0.0001053144,0.0000613052,0.0003733208,0.00003954769,0.00006171015],"category_scores_gemma":[0.00006423502,0.00006061441,0.00004099893,0.0003164322,0.0007285803,0.0005163573,0.0001577047,0.00005522006,9.132031e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006421382,"about_ca_system_score_gemma":0.0001766906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006321521,"about_ca_topic_score_gemma":9.227507e-7,"domain_scores_codex":[0.9983635,0.00004581641,0.0007219595,0.0001345054,0.0005799179,0.0001543292],"domain_scores_gemma":[0.9978582,0.00004749751,0.001197676,0.0002210661,0.0006377482,0.0000378509],"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":[0.0002385262,0.00001517973,0.0006088967,0.0003328334,0.00001152173,1.860758e-7,0.0001751663,0.002312564,0.9962337,0.00001657232,0.00001046405,0.00004441697],"study_design_scores_gemma":[0.0002597907,0.0001547025,0.003263833,0.0008826717,0.00003093675,0.00004929,0.00005059927,0.0001612823,0.9950055,0.00005906948,0.00001465786,0.00006760929],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989725,0.000254958,0.00009682046,0.0001081761,0.0002325491,0.0001863547,0.000006914389,0.000004552351,0.0001372002],"genre_scores_gemma":[0.9976482,0.00001440393,0.002141521,0.000009158846,0.00001927667,4.384311e-7,3.492992e-7,0.000004050269,0.0001626499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002654936,"threshold_uncertainty_score":0.2684484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00883414303599698,"score_gpt":0.227275333830242,"score_spread":0.218441190794245,"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."}}