{"id":"W3175625381","doi":"10.1016/j.ijplas.2021.103059","title":"A new ANN based crystal plasticity model for FCC materials and its application to non-monotonic strain paths","year":2021,"lang":"en","type":"article","venue":"International Journal of Plasticity","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":113,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Ministère de l'Économie, de l’Innovation et des Exportations du Québec","keywords":"Materials science; Crystal plasticity; Monotonic function; Plasticity; Strain (injury); Composite material; Mathematical analysis; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002317361,0.000451747,0.0005741097,0.0003624465,0.0003084771,0.0006087271,0.00100654,0.00129761,0.002507703],"category_scores_gemma":[0.0006724945,0.0004071851,0.0005478494,0.0004195421,0.000262704,0.0007525367,0.0003351437,0.0006812431,0.0004165499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004727697,"about_ca_system_score_gemma":0.0005543719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008872454,"about_ca_topic_score_gemma":0.009015988,"domain_scores_codex":[0.9999015,0.00001843941,0.000007034268,0.00002795133,0.00003396148,0.00001102186],"domain_scores_gemma":[0.9997594,0.0001082036,0.00002396371,0.000019819,0.0000783191,0.00001038891],"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":[0.00001305144,0.00001730116,0.0001311771,0.00001833567,0.00001029625,0.00002821533,0.000006476707,0.9877238,0.00106544,0.0008458538,0.0002030277,0.009937091],"study_design_scores_gemma":[3.71104e-7,0.000002039683,0.00002077411,9.864793e-7,8.968482e-7,0.000003241728,4.280638e-7,0.9997419,0.0000809394,0.00009804992,0.00004958344,7.919075e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04576908,0.0005627541,0.9432194,0.0002471516,0.0001161105,0.00005713575,0.0002207999,0.0006317419,0.009175736],"genre_scores_gemma":[0.829561,0.0006327916,0.153774,0.000162627,0.00005937069,0.0002624671,0.0003592499,0.0001769321,0.0150115],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008872454,"threshold_uncertainty_score":0.0176416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.014647672701842,"score_gpt":0.274840845323565,"score_spread":0.260193172621723,"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."}}