{"id":"W4405399088","doi":"10.1007/s10706-024-02995-y","title":"Numerical Simulation of Unsaturated Expansive Soil Behavior in a Changing Climate Using a Single Stress State Framework","year":2024,"lang":"en","type":"article","venue":"Geotechnical and Geological Engineering","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Berger (Canada); York University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Expansive clay; Climate change; Environmental science; Hydrogeology; Predictability; Soil water; Precipitation; Climate model; Geotechnical engineering; Climatology; Permafrost; Water content; Meteorology; Hydrology (agriculture); Geology; Soil science; Mathematics; Geography","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":[0.0003746852,0.000335357,0.0007414766,0.0007267417,0.0006463554,0.0009177173,0.000917046,0.001533543,0.002064744],"category_scores_gemma":[0.001870078,0.0004254269,0.0005680431,0.0009081054,0.001334904,0.0006972143,0.000766249,0.0007806906,0.0001162313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001077872,"about_ca_system_score_gemma":0.001148239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03758823,"about_ca_topic_score_gemma":0.02099157,"domain_scores_codex":[0.9998546,0.00004311362,0.000008920626,0.00002521221,0.00002515961,0.0000429695],"domain_scores_gemma":[0.9992841,0.000392684,0.00008400581,0.00004423668,0.00009566156,0.00009938372],"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":[0.0000208208,0.00003296396,0.0008529302,0.000006361101,0.000007242311,0.0000294465,0.00001806953,0.9970815,0.0003227116,0.00107219,0.00004382238,0.0005118972],"study_design_scores_gemma":[0.000006486747,0.000009144824,0.000290696,0.000001187514,0.000002360893,0.000002673386,0.00001240519,0.9993899,0.00006739379,0.0001815208,0.00003283525,0.000003293279],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9731695,0.00009367405,0.0176843,0.0002747785,0.00004447682,0.00003222691,0.0002998994,0.0001608326,0.008240401],"genre_scores_gemma":[0.9962093,0.0000531931,0.002774424,0.00002497506,0.000008945998,0.00002016942,0.00007851705,0.00001787522,0.0008126023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03758823,"threshold_uncertainty_score":0.07473892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01447856335861923,"score_gpt":0.2362368785952724,"score_spread":0.2217583152366532,"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."}}