{"id":"W3117746960","doi":"10.18280/rcma.305-602","title":"Numerical Modeling of the Effects of Fiber Packing and Reinforcement Volume Ratio on the Transverse Elasticity Modulus of a Unidirectional Composite Material Glass / Epoxy","year":2020,"lang":"en","type":"article","venue":"Revue des composites et des matériaux avancés","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materials science; Composite material; Transverse plane; Young's modulus; Elasticity (physics); Volume fraction; Composite number; Modulus; Finite element method; Elastic modulus; Anisotropy; Epoxy; Representative elementary volume; Reinforcement; Glass fiber; Structural engineering; Engineering; Microstructure; Physics; Optics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001462918,0.0002519303,0.0004898385,0.00004923634,0.0001029321,0.00003187467,0.0002847989,0.00008145825,0.00005400686],"category_scores_gemma":[0.0001032482,0.0001753058,0.0001674256,0.0002158703,0.0001706974,0.0001078092,0.0000915282,0.0002231816,0.000004276628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005331058,"about_ca_system_score_gemma":0.00001586005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002406631,"about_ca_topic_score_gemma":0.000001884857,"domain_scores_codex":[0.9985293,0.0001653756,0.0005760709,0.0002080855,0.0003003775,0.0002208252],"domain_scores_gemma":[0.9989054,0.0004537818,0.0001529328,0.0002752175,0.0001162461,0.00009646275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001234957,0.00003940826,0.0003863173,0.001051983,0.00007913016,0.000002238944,0.0004506436,0.5591281,0.4372687,0.001183333,0.00001760764,0.0002690813],"study_design_scores_gemma":[0.0003192751,0.0002315527,0.000888211,0.0005426883,0.00009855914,0.00001097682,0.000009876115,0.6974377,0.3001904,0.0001182225,0.00002296881,0.0001295718],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.826733,0.0001240694,0.1720366,0.0001157911,0.0002187081,0.000456329,0.00003280333,0.0000686038,0.0002140906],"genre_scores_gemma":[0.9919789,0.00004352913,0.007811266,0.0000350755,0.00004749302,0.00002061422,0.000009364184,0.00003933303,0.00001438999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1652459,"threshold_uncertainty_score":0.7148765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0309032709555777,"score_gpt":0.2255909936188268,"score_spread":0.194687722663249,"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."}}