{"id":"W2002439369","doi":"10.1680/gr.14.00006","title":"Elasticity moduli of expansive soils from dimensional analysis","year":2014,"lang":"en","type":"article","venue":"Geotechnical Research","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Ministère de l'Education Nationale, de l'Enseignement Superieur et de la Recherche; Ministry of Higher Education and Scientific Research; Ministry of Education, Libya","keywords":"Dimensionless quantity; Expansive clay; Geotechnical engineering; Elasticity (physics); Shear modulus; Aggregate modulus; Young's modulus; Soil water; Elastic modulus; Bulk modulus; Materials science; Mathematics; Mechanics; Geology; Composite material; Dynamic modulus; Physics; Soil science; Dynamic mechanical analysis","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":[0.0004151573,0.0005546261,0.0002450461,0.001863035,0.0001202432,0.0005420147,0.000526458,0.0003801274,0.0009887033],"category_scores_gemma":[0.001771675,0.0002433987,0.000258492,0.000750702,0.0004431916,0.001313778,0.0006520294,0.0003260566,0.0002826629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002323576,"about_ca_system_score_gemma":0.0002159916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004077307,"about_ca_topic_score_gemma":0.0005311384,"domain_scores_codex":[0.9997532,0.0000365861,0.00001942858,0.0000505274,0.0001242581,0.0000159778],"domain_scores_gemma":[0.9995232,0.000255222,0.00009806046,0.00005079277,0.00005909397,0.00001361181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001242732,0.0001264811,0.0195368,0.0005850384,0.00004409572,0.0005523885,0.0004412393,0.4912455,0.3048971,0.03285902,0.0005257303,0.1490623],"study_design_scores_gemma":[0.000007664611,0.0000985315,0.01576751,0.00009632946,0.00002336541,0.00061528,0.0002319072,0.8930542,0.06712436,0.01604896,0.00683097,0.0001009822],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4379722,0.001753958,0.5518505,0.0001105947,0.00005303339,0.00008391945,0.0004428708,0.0002277585,0.007505183],"genre_scores_gemma":[0.9723331,0.0008968342,0.02506773,0.00002495615,0.000009894356,0.00006853532,0.0002100343,0.0000194221,0.001369624],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001863035,"threshold_uncertainty_score":0.003307521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03170309159961788,"score_gpt":0.2993527059473501,"score_spread":0.2676496143477323,"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."}}