{"id":"W2216370020","doi":"10.1139/cgj-2014-0366","title":"Hydromechanical behaviour of expansive soils with different suctions and suction histories","year":2015,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Suction; Geotechnical engineering; Expansive clay; Shearing (physics); Materials science; Softening; Void ratio; Expansive; Geology; Soil water; Composite material; Compressive strength; Soil science; Thermodynamics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000796132,0.000116131,0.0001701753,0.0001552259,0.000074388,0.0000291441,0.00008512947,0.0001404634,0.00001602018],"category_scores_gemma":[0.00003442525,0.00009467111,0.00003279629,0.0001360941,0.00007685544,0.0001116731,0.000007516006,0.0004641436,0.000001304207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003595165,"about_ca_system_score_gemma":0.0001657648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002520529,"about_ca_topic_score_gemma":0.005533766,"domain_scores_codex":[0.9993173,0.00001761397,0.0001846532,0.00009377678,0.0001501212,0.0002365084],"domain_scores_gemma":[0.9989743,0.00001535826,0.0000323107,0.0001091963,0.0001190848,0.0007497406],"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":[0.0005640505,0.0004803482,0.03816592,0.000298077,0.001341009,0.003524394,0.007444896,0.725188,0.0160194,0.01210251,0.09131426,0.1035571],"study_design_scores_gemma":[0.02047168,0.009336545,0.275353,0.001946898,0.002460599,0.08333939,0.01220985,0.4099946,0.03543096,0.01925628,0.1217635,0.008436653],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951344,0.0004279567,0.003195547,0.0004538751,0.0004942649,0.00006444295,0.00001502762,0.00007268642,0.0001417769],"genre_scores_gemma":[0.9995869,0.00004804187,0.0001588504,0.00002115464,0.0001128656,0.000004453089,0.000003414404,0.00001826663,0.00004604341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3151934,"threshold_uncertainty_score":0.3860576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01198901463348343,"score_gpt":0.1881487202610578,"score_spread":0.1761597056275744,"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."}}