{"id":"W2968391020","doi":"","title":"Modeling and simulation of ductile fracture in metals using strain localization theory","year":2017,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Metallurgy and Material Forming","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Strain (injury); Fracture (geology); Materials science; Computer science; Structural engineering; Composite material; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003081386,0.0001852946,0.0003024725,0.0001595266,0.0001206345,0.0001310749,0.0002867848,0.0002453734,0.00004951172],"category_scores_gemma":[0.0005922341,0.0002029799,0.00005979194,0.00006918678,0.00006866947,0.0002034019,0.0002516097,0.0002575826,9.697502e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004484253,"about_ca_system_score_gemma":0.00004675522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003954557,"about_ca_topic_score_gemma":0.0002443473,"domain_scores_codex":[0.9981245,0.0009267622,0.0003950932,0.0002576056,0.0001483289,0.0001477396],"domain_scores_gemma":[0.9984426,0.0002460136,0.0001958026,0.0007215758,0.0003467697,0.00004721606],"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":[0.000004691153,0.00002333782,0.00003371906,0.0002743044,0.00002821736,6.216806e-7,0.002797276,0.9826017,0.005088047,0.004597637,8.657546e-7,0.004549576],"study_design_scores_gemma":[0.00014426,6.882699e-8,0.00007594518,0.001024017,0.00003078752,0.000001231564,0.00005347061,0.9722657,0.01460535,0.01149794,0.0001367839,0.0001644544],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3419633,0.000631607,0.6555972,0.00004316864,0.0001292574,0.0001656207,0.00001947345,0.00005665421,0.001393709],"genre_scores_gemma":[0.9895269,0.0002404137,0.009900589,0.000005972131,0.00001475504,0.000007357677,0.0001578862,0.00003207562,0.000114096],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6475635,"threshold_uncertainty_score":0.8277279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0223511502889297,"score_gpt":0.252551945985648,"score_spread":0.2302007956967183,"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."}}