{"id":"W4385765822","doi":"10.1007/s10706-023-02596-1","title":"THMC Behavior of Lime-Stabilized Clay Subgrade Under Daily Thermal Cycles: Column Experiments","year":2023,"lang":"en","type":"article","venue":"Geotechnical and Geological Engineering","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Lime; Hydraulic conductivity; Subgrade; Geotechnical engineering; Thermal; Compaction; Materials science; Geology; Environmental science; Composite material; Soil science; Soil water; Metallurgy; Thermodynamics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001191246,0.0002465598,0.00035906,0.000101815,0.00004654365,0.00002049532,0.0001856071,0.0003536335,0.00008911066],"category_scores_gemma":[0.00005002343,0.0002036427,0.0001019862,0.0004192169,0.0001025504,0.00007541147,0.0001258141,0.0003885988,0.00002839178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002174006,"about_ca_system_score_gemma":0.000006315308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000150982,"about_ca_topic_score_gemma":8.673348e-7,"domain_scores_codex":[0.9987149,0.00001615137,0.0003425168,0.0002668078,0.0001857551,0.0004739224],"domain_scores_gemma":[0.9994323,0.0001446351,0.00002344295,0.0002237779,0.00002218664,0.0001536822],"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":[0.00003721404,0.0001034348,0.0012678,0.0001030325,0.00007564965,0.00006813028,0.000117428,0.6804823,0.3119044,0.0007962073,0.0001816116,0.004862861],"study_design_scores_gemma":[0.001983223,0.0003583612,0.2730576,0.0001214927,0.0001055717,0.00004803522,0.000211413,0.6614688,0.05892008,0.0004036799,0.002174895,0.001146865],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963269,0.0005696432,0.0009544538,0.00007401058,0.000188144,0.0002012629,0.00001094096,0.001440397,0.0002342287],"genre_scores_gemma":[0.999095,0.000169876,0.0004332267,0.00002539648,0.00005891941,0.000102394,0.00001928645,0.00003287597,0.00006301329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2717898,"threshold_uncertainty_score":0.8304308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01939882158611951,"score_gpt":0.2310296354643312,"score_spread":0.2116308138782116,"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."}}