{"id":"W2790360057","doi":"10.1016/j.compgeo.2018.01.015","title":"A numerical homogenization study of the elastic property of a soil-rock mixture using random mesostructure generation","year":2018,"lang":"en","type":"article","venue":"Computers and Geotechnics","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer Science","cited_by":88,"is_retracted":false,"has_abstract":false,"ca_institutions":"Laurentian University","funders":"National Natural Science Foundation of China","keywords":"Homogenization (climate); Anisotropy; Periodic boundary conditions; Materials science; Elastic modulus; Polygon (computer graphics); Modulus; Computer simulation; Mechanics; Boundary value problem; Composite material; Mathematics; Computer science; Mathematical analysis; Physics; Optics","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":[0.0003135304,0.0003179317,0.0004095388,0.0006410849,0.0003482894,0.0005120514,0.0005746468,0.0007872881,0.001137936],"category_scores_gemma":[0.001237219,0.0002951445,0.0004270338,0.0003790353,0.0009636598,0.0005767161,0.000616814,0.0003968666,0.0001261988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002745193,"about_ca_system_score_gemma":0.000255899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002058017,"about_ca_topic_score_gemma":0.001502869,"domain_scores_codex":[0.9999007,0.0000343401,0.000004045104,0.00001577032,0.00002604817,0.00001906252],"domain_scores_gemma":[0.9995253,0.000278099,0.00007397485,0.00004124194,0.00005231034,0.00002902532],"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":[0.0001257321,0.0001012838,0.001563535,0.0001160281,0.00004771834,0.0003842482,0.0001602265,0.9273878,0.03548928,0.02663465,0.0004050867,0.00758454],"study_design_scores_gemma":[0.000005232012,0.00001117982,0.000181879,0.000001670186,0.000004003841,0.00001448918,0.00001061849,0.9982361,0.000747632,0.0006977053,0.00008621694,0.000003282176],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6588637,0.0005960621,0.3248698,0.0005034345,0.00008427307,0.0001005778,0.00008530126,0.0002390442,0.01465779],"genre_scores_gemma":[0.9853663,0.0001106421,0.01266206,0.00003360504,0.0000184944,0.00002168728,0.00003069286,0.00004029433,0.001716181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002058017,"threshold_uncertainty_score":0.004092097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01612590334017305,"score_gpt":0.2312518733569882,"score_spread":0.2151259700168152,"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."}}