{"id":"W4300861672","doi":"10.1103/physreve.106.l042901","title":"Orientational-induced strain hardening of axisymmetric grains","year":2022,"lang":"en","type":"article","venue":"Physical review. E","topic":"Granular flow and fluidized beds","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Rheology; Rotational symmetry; Materials science; Jamming; Microstructure; Strain hardening exponent; Mechanics; Hardening (computing); Shear (geology); Kinematics; Classical mechanics; Condensed matter physics; Composite material; Physics","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":[0.00006251549,0.0001115205,0.0001572799,0.000178197,0.0001668253,0.0003290102,0.0001031722,0.0001428466,0.0009386257],"category_scores_gemma":[0.0001912614,0.0001064024,0.00009430043,0.0001237365,0.000350542,0.0002327341,0.0001915134,0.0002211752,0.00007404912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001981918,"about_ca_system_score_gemma":0.0001171351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006788229,"about_ca_topic_score_gemma":0.0008941248,"domain_scores_codex":[0.9999545,0.000004196284,0.000002232399,0.000009937287,0.00001127089,0.00001779102],"domain_scores_gemma":[0.9999256,0.00001399558,0.00002967574,0.000009988917,0.000009717462,0.00001095055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000140158,0.0000599037,0.003074879,0.00006833568,0.0000169479,0.0002888727,0.0001142476,0.006098736,0.9797688,0.00229987,0.0001494753,0.007919795],"study_design_scores_gemma":[0.00003387375,0.0003406139,0.08786863,0.00001490355,0.00002153015,0.0003716589,0.0002780578,0.1130701,0.7922998,0.002770882,0.002888902,0.00004096496],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955379,0.0001705442,0.002970787,0.000026169,0.00001004136,0.000006761461,0.00002376691,0.00001772876,0.001236281],"genre_scores_gemma":[0.9995352,0.00005721434,0.0001468531,0.0000086774,0.000002519826,0.00000167734,0.00001230248,0.000002332704,0.0002332025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009386257,"threshold_uncertainty_score":0.003140032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01600190375741216,"score_gpt":0.2825524973165896,"score_spread":0.2665505935591774,"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."}}