{"id":"W4414919986","doi":"10.1016/j.compositesa.2025.109347","title":"Effect of loading rate, viscosity, and binder activation on the bending response of an infiltrated UD-NCF","year":2025,"lang":"en","type":"article","venue":"Composites Part A Applied Science and Manufacturing","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bending stiffness; Bending; Stiffness; Reinforcement; Compression molding; Flexural rigidity; Compression (physics)","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":[0.001438937,0.0001614885,0.0002312873,0.0002768135,0.0002423242,0.00009312344,0.0002500806,0.00005071739,0.000005177379],"category_scores_gemma":[0.00005222038,0.0001194558,0.00002038897,0.0003193132,0.000229125,0.0002029116,0.0001249817,0.000155583,7.595996e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000398232,"about_ca_system_score_gemma":0.0000184145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003104946,"about_ca_topic_score_gemma":5.411702e-7,"domain_scores_codex":[0.9990211,0.00007358934,0.0002264783,0.0002453623,0.0002236444,0.0002098931],"domain_scores_gemma":[0.9986095,0.0009881074,0.0000597964,0.0002480814,0.00002784968,0.00006668738],"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":[0.0002287174,0.00001217629,0.0001769916,0.00007726517,0.00001035403,3.872372e-7,0.0001100579,0.001367094,0.9944079,0.0009439419,0.000008762235,0.002656379],"study_design_scores_gemma":[0.0002568199,0.0001709915,0.008604291,0.0001489508,0.0000229146,0.000001228977,0.00002641682,0.006826986,0.9836333,0.0001802154,0.00002182107,0.0001060537],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981996,0.00002257195,0.0006480844,0.00003579915,0.00006749491,0.0003484219,0.000001794582,0.00006683133,0.0006093463],"genre_scores_gemma":[0.9997819,0.000005747226,0.0001366226,0.00003294655,0.000008366742,0.00001912339,0.000001666053,0.000008790887,0.000004810919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01077456,"threshold_uncertainty_score":0.4871265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01034822284129882,"score_gpt":0.2516648182614901,"score_spread":0.2413165954201912,"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."}}