{"id":"W7117660946","doi":"10.35382/tvujs.15.3.2025.142","title":"MACRO- AND MICRO-BEHAVIORS OF SOIL WITH SOLUBLE PARTICLES DURING 1D COMPRESSIONAL TESTS USING 3D DEM SIMULATION","year":2025,"lang":"","type":"article","venue":"TRA VINH UNIVERSITY JOURNAL OF SCIENCE","topic":"Geotechnical Engineering and Soil Mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Discrete element method; Oedometer test; Dissolution; Soil test; Void ratio; Soil water; Granular material; Particle (ecology); Finite element method","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":[0.0002001161,0.0005993553,0.0004169537,0.0006799839,0.0002572688,0.0005052218,0.0006333527,0.0009147069,0.002125471],"category_scores_gemma":[0.0004388115,0.0003337643,0.0006216707,0.0005542751,0.000364034,0.0003962183,0.0003375352,0.0003706978,0.0002177194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004632801,"about_ca_system_score_gemma":0.0005923104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01065524,"about_ca_topic_score_gemma":0.01082774,"domain_scores_codex":[0.9998862,0.00001155218,0.000008911724,0.00001985765,0.00005433859,0.00001915613],"domain_scores_gemma":[0.999783,0.00009099132,0.00003108605,0.00002870283,0.00004887897,0.00001737319],"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":[0.00008188903,0.0001142862,0.006938154,0.0002041255,0.00003190592,0.0002851035,0.0001796879,0.9514745,0.02757909,0.00102156,0.0004332508,0.01165638],"study_design_scores_gemma":[0.000004543537,0.00001248666,0.001277381,0.00000545933,0.000004212597,0.00001955559,0.00002521042,0.9959853,0.002283278,0.00009824747,0.0002748849,0.000009478136],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8839822,0.0003772756,0.1028501,0.0001963779,0.00006137371,0.0001643401,0.002584375,0.001351158,0.008432844],"genre_scores_gemma":[0.9720286,0.0002457311,0.02562158,0.00003076782,0.000007744185,0.0001125892,0.000782232,0.00005987637,0.00111081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01065524,"threshold_uncertainty_score":0.02118641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01025066290168878,"score_gpt":0.2203516318897282,"score_spread":0.2101009689880394,"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."}}