{"id":"W4417406142","doi":"10.1080/30656680.2025.2602650","title":"Centrifuge modeling of rainfall-induced instability in sandy slopes","year":2025,"lang":"en","type":"article","venue":"Urban Resilience and Earthquake Engineering","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Secretaría Nacional de Ciencia, Tecnología e Innovación","keywords":"Centrifuge; Instability; Stability (learning theory); Mathematical model; Slope stability","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":[0.0001376367,0.0003543291,0.000263936,0.0003340397,0.0001844288,0.000362848,0.0004686025,0.0005319126,0.0007653506],"category_scores_gemma":[0.0004595781,0.0002001775,0.0003014774,0.0001885949,0.0003151213,0.0002285699,0.0003456291,0.00022209,0.0001258057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003319897,"about_ca_system_score_gemma":0.0003809202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008989294,"about_ca_topic_score_gemma":0.00553654,"domain_scores_codex":[0.9999319,0.00001365769,0.00000492109,0.000013963,0.00001548241,0.00002005266],"domain_scores_gemma":[0.9998695,0.00004040916,0.00003683505,0.00001204493,0.00002530936,0.00001596561],"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":[0.00005907999,0.00005345287,0.007256963,0.00001783002,0.000012707,0.0002319364,0.00003757821,0.9739754,0.01511261,0.0006027257,0.0001056547,0.002534167],"study_design_scores_gemma":[0.000004537239,0.00002272162,0.001418521,0.00000129541,0.00000216414,0.00001254042,0.00000973044,0.9977246,0.0006688998,0.0000801159,0.00005215693,0.00000271392],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818082,0.00006646667,0.01572751,0.00004228099,0.000007620147,0.0000307815,0.000114478,0.0001238513,0.002078746],"genre_scores_gemma":[0.9983531,0.00003686076,0.00115414,0.00000549834,0.00000160963,0.00001297961,0.00003842586,0.000008590509,0.00038884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008989294,"threshold_uncertainty_score":0.01787394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005150404807266385,"score_gpt":0.1962237265626489,"score_spread":0.1910733217553825,"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."}}