{"id":"W4392520743","doi":"10.1061/9780784485347.013","title":"Effect of Inherent Fabric on Cyclic Resistance of Granular Materials with Static Shear: A 3D-DEM Study","year":2024,"lang":"en","type":"article","venue":"","topic":"Geotechnical Engineering and Soil Stabilization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Materials science; Shear (geology); Composite material; Geotechnical engineering; Computer science; Geology","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":[0.0002861185,0.0001352301,0.000276416,0.00009381616,0.00000875497,0.0000147578,0.00006627719,0.00003963491,0.0000371215],"category_scores_gemma":[0.00003163139,0.00009389481,0.00002681409,0.0002900543,0.0000162569,0.0000339181,0.000009237248,0.00007408814,0.000006736203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003098723,"about_ca_system_score_gemma":0.000005404626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000266063,"about_ca_topic_score_gemma":0.00001014432,"domain_scores_codex":[0.9992332,0.00005178372,0.0002605885,0.0001353666,0.0001977631,0.000121254],"domain_scores_gemma":[0.9995872,0.000148478,0.00001560337,0.0002029601,0.00001673997,0.00002896011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001600108,0.0001502748,0.0001956641,0.006003489,0.0001525866,0.0000186339,0.0005866697,0.9474083,0.04185592,0.0006791834,0.0001744747,0.002614814],"study_design_scores_gemma":[0.003467653,0.01093949,0.01666618,0.003778431,0.0005282136,0.000006554289,0.0002460021,0.2366362,0.7254912,0.0002660873,0.0007910244,0.001183011],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873399,0.0001746029,0.01117921,0.000006411386,0.0001004223,0.0004283099,0.000008999349,0.0003557481,0.0004063677],"genre_scores_gemma":[0.9997,0.00001420877,0.0001178319,0.000001277417,0.00000806269,0.00004933524,0.000004077753,0.00003250743,0.00007274223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7107721,"threshold_uncertainty_score":0.3828919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004299077376401109,"score_gpt":0.2164619249666096,"score_spread":0.2121628475902085,"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."}}