{"id":"W4390938662","doi":"10.1139/cgj-2023-0268","title":"A new state-dependent constitutive model for cyclic thermo-mechanical behaviour of unsaturated vegetated soil","year":2024,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Tree Root and Stability Studies","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Research Grants Council, University Grants Committee","keywords":"Geotechnical engineering; Constitutive equation; Critical state soil mechanics; Dilatant; Shearing (physics); Environmental science; Materials science; Geology; Finite element method; Engineering; Structural engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002446064,0.0005915377,0.0005415115,0.0006808696,0.0003673547,0.000817634,0.001402368,0.001281535,0.001127096],"category_scores_gemma":[0.000454773,0.0004926135,0.000713058,0.0006529117,0.0006396518,0.0008545496,0.0004332297,0.0007204273,0.0003083633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008499362,"about_ca_system_score_gemma":0.001093312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01104869,"about_ca_topic_score_gemma":0.01469127,"domain_scores_codex":[0.999819,0.00002766527,0.00001246021,0.00004533184,0.00006815727,0.00002731109],"domain_scores_gemma":[0.999866,0.00003970196,0.00002932754,0.00001592742,0.00004045367,0.000008606376],"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":[0.00001460473,0.00005783281,0.0009275444,0.00005944716,0.00001549904,0.0001410723,0.00009782887,0.9592298,0.02078496,0.009644734,0.0004205587,0.008606002],"study_design_scores_gemma":[0.000002256038,0.000008268272,0.0003471189,0.000005014023,0.000005467888,0.00003212461,0.00001041031,0.9969929,0.0007599778,0.000723469,0.001105924,0.000006974346],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1518482,0.001350841,0.8181642,0.0004309175,0.0001569175,0.0001647011,0.000880304,0.0005698922,0.02643399],"genre_scores_gemma":[0.9384938,0.001244443,0.04067165,0.0001179355,0.00004637257,0.0003042214,0.0004595524,0.000133643,0.01852848],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01104869,"threshold_uncertainty_score":0.02196872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01601081038749969,"score_gpt":0.2301738736644024,"score_spread":0.2141630632769027,"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."}}