{"id":"W3108251342","doi":"10.1201/9781003076155-94","title":"Composite Material Models in LS-DYNA and Damage Development: An Evaluation Based on the OCT Geometry","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"LS-DYNA; Composite number; Geometry; Materials science; Development (topology); Structural engineering; Composite material; Engineering; Finite element method; Mathematics; Mathematical analysis","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":[0.0005004785,0.0004742327,0.0002792027,0.000437697,0.00028234,0.0006607736,0.0007829887,0.0005850393,0.00436731],"category_scores_gemma":[0.001031909,0.0002807193,0.0002687684,0.0004188444,0.0003335922,0.0006630404,0.0003652939,0.0004548417,0.0009586333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005664069,"about_ca_system_score_gemma":0.0003961318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001940986,"about_ca_topic_score_gemma":0.003936361,"domain_scores_codex":[0.9995721,0.000107626,0.00001152316,0.00002533559,0.0002665655,0.00001685502],"domain_scores_gemma":[0.9993219,0.0003996256,0.00006071884,0.00008199619,0.0001136418,0.00002210673],"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":[0.0002660455,0.000151237,0.002748576,0.0003280909,0.00001749384,0.0002723666,0.0002072552,0.8725425,0.03878183,0.01288509,0.002882973,0.06891647],"study_design_scores_gemma":[0.00000996783,0.0002097404,0.001632512,0.00004646211,0.00001562863,0.0003444856,0.00006628103,0.9673901,0.01827361,0.0009214386,0.01106794,0.00002186317],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2560256,0.002630633,0.6378101,0.0002899067,0.0001978106,0.0002838738,0.001030956,0.002496572,0.09923463],"genre_scores_gemma":[0.8179669,0.00179351,0.1510567,0.00008089862,0.00002899934,0.0002205378,0.0006667022,0.0007659536,0.0274198],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00436731,"threshold_uncertainty_score":0.01461017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04541978799564848,"score_gpt":0.2386035729229672,"score_spread":0.1931837849273187,"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."}}