{"id":"W2921648014","doi":"10.1007/s10704-019-00358-w","title":"Towards objective simulation of quasi-static failure using a bounded rate local model with damage","year":2019,"lang":"en","type":"article","venue":"International Journal of Fracture","topic":"High-Velocity Impact and Material Behavior","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Robustness (evolution); Bounded function; Spurious relationship; Computer science; Context (archaeology); Mathematical optimization; Computation; Convergence (economics); Algorithm; Mathematics","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":[0.0009482458,0.0008462194,0.001218438,0.0006519594,0.0005620158,0.001196472,0.00192434,0.002228412,0.002669133],"category_scores_gemma":[0.003149425,0.0007987395,0.0009166861,0.0004197973,0.001581435,0.001085871,0.001937057,0.001250879,0.0004032433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001114377,"about_ca_system_score_gemma":0.00130018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01070134,"about_ca_topic_score_gemma":0.007079019,"domain_scores_codex":[0.9997148,0.000115657,0.0000126646,0.00003234996,0.00008146898,0.0000430679],"domain_scores_gemma":[0.9987368,0.0007505613,0.0001422689,0.0001031478,0.0001758691,0.00009141309],"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":[0.00001115996,0.0000143979,0.0001308117,0.00001040129,0.000004757964,0.00001209418,0.00001447155,0.9961145,0.0002861678,0.002830467,0.00003409548,0.0005366707],"study_design_scores_gemma":[0.000002216898,0.000003313523,0.00001436092,8.737105e-7,6.924676e-7,9.833532e-7,0.000002056682,0.9994614,0.00004824094,0.0004431919,0.0000217657,9.534741e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1420856,0.0001723157,0.8466868,0.0003080895,0.00005255353,0.0001092602,0.0001658716,0.0004819178,0.009937613],"genre_scores_gemma":[0.9243096,0.0001397905,0.07067662,0.00009523032,0.00002253633,0.0002147697,0.0001156938,0.0002321417,0.004193582],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01070134,"threshold_uncertainty_score":0.02127808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01715563183095859,"score_gpt":0.3157027399610854,"score_spread":0.2985471081301269,"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."}}