{"id":"W4404733548","doi":"10.1016/j.apm.2024.115833","title":"A novel theoretical model of heterogeneous soil-pile interaction for investigating the torsionally loaded pile","year":2024,"lang":"en","type":"article","venue":"Applied Mathematical Modelling","topic":"Geotechnical Engineering and Soil Mechanics","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Basic and Applied Basic Research Foundation of Guangdong Province; Natural Science Foundation of Hubei Province; National Natural Science Foundation of China","keywords":"Pile; Soil structure interaction; Geotechnical engineering; Structural engineering; Physics; Geology; Engineering; Finite element method","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":[0.000320621,0.0001959437,0.0002549282,0.00005364188,0.00005647244,0.00004900948,0.0001880172,0.000144777,0.00001418436],"category_scores_gemma":[0.00005139694,0.0001457762,0.0001379747,0.0001160549,0.00006927517,0.00004525329,0.00004632559,0.0003289207,0.00001490929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003982691,"about_ca_system_score_gemma":0.00001976677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.396364e-7,"about_ca_topic_score_gemma":1.211037e-7,"domain_scores_codex":[0.998867,0.000004629344,0.000433803,0.0002085783,0.0002127072,0.000273276],"domain_scores_gemma":[0.9989997,0.0006244956,0.00002476351,0.0002361234,0.00003082558,0.00008408004],"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":[0.000003265191,0.00001500864,1.185117e-9,0.0003513132,0.00002149376,1.330323e-7,0.0001558072,0.5551564,0.02942597,0.4144967,0.00001340364,0.0003606289],"study_design_scores_gemma":[0.00006918269,0.00001315334,2.400306e-9,0.00014783,0.00003350059,0.000005813626,0.00002620301,0.670225,0.02437395,0.3049788,0.00001900162,0.0001075632],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03975465,0.00007525422,0.958242,0.00006435974,0.0001147298,0.0003277792,0.00001553428,0.0004456588,0.0009600334],"genre_scores_gemma":[0.925714,0.000008799414,0.07391857,0.00002861624,0.00006781306,0.0001739564,0.000006563379,0.00006863924,0.00001311259],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8859593,"threshold_uncertainty_score":0.594458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03034579318546117,"score_gpt":0.2285227751332811,"score_spread":0.1981769819478199,"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."}}