{"id":"W4403713247","doi":"10.1016/j.compositesb.2024.111908","title":"Fibre waviness reduction in thermoplastic pultrusion by using DREF yarns","year":2024,"lang":"en","type":"article","venue":"Composites Part B Engineering","topic":"Textile materials and evaluations","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Waviness; Composite material; Pultrusion; Thermoplastic; Reduction (mathematics); Thermoplastic composites; Fibre-reinforced plastic","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":[0.0002214012,0.0004283797,0.0002269142,0.0003156688,0.0001524598,0.0002003628,0.0002447363,0.0004386937,0.001004737],"category_scores_gemma":[0.0003032899,0.0003088627,0.0003541408,0.0002040603,0.0002147499,0.00029798,0.0002105558,0.0004928114,0.00022319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002680125,"about_ca_system_score_gemma":0.00009808818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000530282,"about_ca_topic_score_gemma":0.00221328,"domain_scores_codex":[0.9997852,0.00001414053,0.00001409359,0.00005412263,0.00008991559,0.00004258031],"domain_scores_gemma":[0.9996972,0.00006088455,0.0001403444,0.00003099322,0.00004742562,0.00002317122],"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":[0.00002953085,0.000008775703,0.0001562125,0.00006072485,0.000003689074,0.00006105218,0.00002647913,0.0001853429,0.9975241,0.00002091298,0.00001855932,0.001904731],"study_design_scores_gemma":[0.000002213311,0.0001493328,0.003616408,0.000007572082,0.000006144141,0.00009382497,0.00001868205,0.0005406873,0.9945977,0.000007411984,0.0009536606,0.000006406944],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938108,0.001477209,0.003617405,0.0000222028,0.00002323472,0.00001681394,0.00007489138,0.00009750998,0.0008599558],"genre_scores_gemma":[0.9915088,0.0007400287,0.005294548,0.00002775592,0.000006520565,0.00002624096,0.0001142607,0.00005344066,0.002228366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001004737,"threshold_uncertainty_score":0.003361166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01689239215340731,"score_gpt":0.2523567497056639,"score_spread":0.2354643575522566,"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."}}