{"id":"W4411025846","doi":"10.3390/jcs9060288","title":"Voxel-Based Finite Element Investigation of Micromechanics Models for Stiffness Prediction of Cross-Ply Laminates","year":2025,"lang":"en","type":"article","venue":"Journal of Composites Science","topic":"Composite Material Mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Micromechanics; Finite element method; Stiffness; Structural engineering; Materials science; Composite material; Engineering; Composite number","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003983896,0.0003688303,0.0002871395,0.0004019373,0.0001926837,0.0004168518,0.0005642142,0.0005706406,0.0007821452],"category_scores_gemma":[0.001152257,0.0002245606,0.0003111582,0.0002814055,0.0002766992,0.0002975925,0.0003241511,0.0003228447,0.0001779301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002639083,"about_ca_system_score_gemma":0.0006411468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002600401,"about_ca_topic_score_gemma":0.003383672,"domain_scores_codex":[0.9998637,0.00003684008,0.000008383915,0.00001506831,0.0000637984,0.00001221593],"domain_scores_gemma":[0.9995017,0.0002609879,0.00006537784,0.00006474942,0.00008877373,0.00001836026],"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":[0.00003811247,0.00006027771,0.002377359,0.00004818626,0.00001351125,0.00005665035,0.0001095749,0.9709538,0.01265436,0.002539986,0.0001388549,0.01100926],"study_design_scores_gemma":[0.000001063717,0.00001180732,0.0001945902,0.000003351857,0.000001510805,0.00001285206,0.00001099616,0.9978206,0.001679427,0.0001209467,0.0001407613,0.000002061356],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5546594,0.0002792373,0.4375805,0.0001211951,0.00002623746,0.00006265137,0.0001651956,0.0008469879,0.006258569],"genre_scores_gemma":[0.9466751,0.00009214246,0.05237346,0.00001242586,0.000003232067,0.00003953293,0.00007180765,0.00003907638,0.0006932666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002600401,"threshold_uncertainty_score":0.005170465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01549904873069671,"score_gpt":0.2515221377334308,"score_spread":0.2360230890027341,"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."}}