{"id":"W4409053224","doi":"10.1007/s40515-025-00584-x","title":"ANN Insight in Forecasting Slope Stability by Analyzing the Influence of Strength Parameters in 2D and 3D Scenarios","year":2025,"lang":"en","type":"article","venue":"Transportation Infrastructure Geotechnology","topic":"Geotechnical Engineering and Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Stability (learning theory); Computer science; Geotechnical engineering; Industrial engineering; Geology; Engineering; Machine learning","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003141428,0.0006153484,0.0003615389,0.0006633546,0.0002180247,0.0006607264,0.000335703,0.0007141008,0.001668772],"category_scores_gemma":[0.001069804,0.0003751542,0.0004569447,0.0005317448,0.0001929488,0.0006137924,0.0002681625,0.0004635811,0.0002274446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003599655,"about_ca_system_score_gemma":0.0003106389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01053175,"about_ca_topic_score_gemma":0.01474306,"domain_scores_codex":[0.9999138,0.00002002362,0.00000707549,0.00002209338,0.00001885186,0.00001817437],"domain_scores_gemma":[0.999634,0.0002039998,0.00004481875,0.000028415,0.00006931423,0.0000194022],"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":[0.0000312836,0.00003222092,0.003942403,0.00001356709,0.00002411956,0.00005391159,0.00000782537,0.9836866,0.001494104,0.0003544195,0.0002302193,0.0101293],"study_design_scores_gemma":[6.887992e-7,0.000003173702,0.0009810678,0.000001740449,0.000002772401,0.000004892386,0.000002456098,0.9986738,0.0001092757,0.0001784049,0.00003983853,0.000001899726],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8466437,0.0005121945,0.1376807,0.000458969,0.0001068802,0.00002668318,0.001075115,0.000779692,0.01271596],"genre_scores_gemma":[0.9913107,0.0001074931,0.007608946,0.00002468624,0.00001152808,0.000008986471,0.0001987082,0.00001681063,0.0007121128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01053175,"threshold_uncertainty_score":0.0209409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003941049604008583,"score_gpt":0.1860029966059938,"score_spread":0.1820619470019852,"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."}}