{"id":"W2084574357","doi":"10.1680/envgeo.13.00089","title":"Soil–environment interactions modelling for expansive soils","year":2014,"lang":"en","type":"article","venue":"Environmental Geotechnics","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Expansive clay; Geotechnical engineering; Shrinkage; Soil water; Water content; Environmental science; Expansive; Suction; Soil science; Geology; Engineering; Materials science; Composite material","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":[0.00007467806,0.0002113465,0.0001565961,0.00005657511,0.0001105526,0.00002135275,0.0001365825,0.0001162093,0.000103124],"category_scores_gemma":[0.000003559727,0.0002259865,0.0001073572,0.00003556242,0.0000465576,0.000134529,0.00003868137,0.0002326222,0.0002014349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001656007,"about_ca_system_score_gemma":0.000002119333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003034772,"about_ca_topic_score_gemma":8.816306e-7,"domain_scores_codex":[0.9991009,0.00001057913,0.000211797,0.0002333639,0.0001358793,0.0003074766],"domain_scores_gemma":[0.9995302,0.00005652056,0.00003076635,0.0002925228,0.000001783794,0.00008818821],"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":[0.000006331442,0.00003439631,0.000008760054,0.00001271963,0.00002542694,6.366533e-7,0.0001059605,0.9742997,0.01115176,0.0001142835,0.0006180183,0.01362201],"study_design_scores_gemma":[0.0002963456,0.00004667761,0.0000413663,0.00001317327,0.00002611035,0.000006889278,0.0001457786,0.8951358,0.01584823,0.0006978278,0.08747025,0.0002715728],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2526021,0.000252525,0.7442589,0.00006879798,0.0004420407,0.0003362838,0.00005552515,0.0004047509,0.001579119],"genre_scores_gemma":[0.9928737,0.0003582166,0.005760099,0.00008680492,0.0001644922,0.0001513046,0.00008918812,0.0000708674,0.0004453651],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7402716,"threshold_uncertainty_score":0.921546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009091853271657329,"score_gpt":0.1821606741856285,"score_spread":0.1730688209139712,"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."}}