{"id":"W4316096677","doi":"10.1061/jenmdt.emeng-6582","title":"Numerical Investigation of the Multiscale Characteristics of Elastoplasticity in Microheterogeneous Continuum Media Using a Simple Hollow Sphere Model","year":2023,"lang":"en","type":"article","venue":"Journal of Engineering Mechanics","topic":"Composite Material Mechanics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; University of Calgary","funders":"","keywords":"Plasticity; Microscale chemistry; Mechanics; Hardening (computing); Statistical physics; Finite element method; Materials science; Strain hardening exponent; Classical mechanics; Mathematics; Physics; Thermodynamics; Nanotechnology; Composite material","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":[0.0003370815,0.0004124266,0.0006547762,0.0005078698,0.0004787865,0.0007034762,0.000837212,0.001424346,0.001390249],"category_scores_gemma":[0.0008145541,0.0002287744,0.0006659301,0.0005038946,0.0008435811,0.0006479007,0.0007992789,0.000479109,0.0001245716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005232099,"about_ca_system_score_gemma":0.0005075054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008106303,"about_ca_topic_score_gemma":0.00442502,"domain_scores_codex":[0.9998783,0.00003325023,0.000008476549,0.00002243714,0.0000329705,0.00002448004],"domain_scores_gemma":[0.9995031,0.0002525073,0.00008462148,0.00003829771,0.00006001134,0.00006138843],"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":[0.00004351811,0.00003543089,0.001468482,0.00004682278,0.00002004319,0.0002045293,0.00006084693,0.9833671,0.00502814,0.008194841,0.000120014,0.001410278],"study_design_scores_gemma":[0.000002621516,0.000006175577,0.0001180601,0.000001747492,0.000001822147,0.000008043557,0.000009280645,0.9992129,0.0002197672,0.0003595535,0.00005745179,0.00000248777],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.756309,0.0006795092,0.2274778,0.0006198846,0.00009046239,0.00007825195,0.0003197309,0.0003607062,0.0140646],"genre_scores_gemma":[0.9759952,0.0001702731,0.02223037,0.0000362384,0.00001102385,0.00004430829,0.00007931984,0.00002148889,0.001411761],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.008106303,"threshold_uncertainty_score":0.01611823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01319833769860305,"score_gpt":0.1950849182583683,"score_spread":0.1818865805597653,"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."}}