{"id":"W2026459165","doi":"10.1007/s10706-014-9816-x","title":"Dilation and Post-peak Behaviour Inputs for Practical Engineering Analysis","year":2014,"lang":"en","type":"article","venue":"Geotechnical and Geological Engineering","topic":"Rock Mechanics and Modeling","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Dilatant; Dilation (metric space); Parametric statistics; Plasticity; Constitutive equation; Hydrogeology; Constant (computer programming); Mechanics; Geotechnical engineering; Computer science; Structural engineering; Mathematics; Geology; Engineering; Finite element method; Materials science; Statistics; Geometry; Physics","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":[0.0002611722,0.0002228719,0.0003409373,0.0001623814,0.00006583572,0.00004776611,0.00007042222,0.0002612867,0.000007850364],"category_scores_gemma":[0.0003721864,0.0002008241,0.00009763786,0.0002103376,0.0000137201,0.0001077816,0.00009129909,0.0002936595,0.000001364123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001721677,"about_ca_system_score_gemma":0.000003814758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004978684,"about_ca_topic_score_gemma":0.000001899799,"domain_scores_codex":[0.9989266,0.000007653346,0.0002826092,0.0003037345,0.00011222,0.0003671345],"domain_scores_gemma":[0.9993516,0.0002420431,0.00002221225,0.0001509274,0.00004615507,0.0001870241],"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":[0.000007410168,0.00001267259,0.00006239832,0.00006155374,0.00007768846,0.000002205969,0.00001491097,0.9775665,0.01024294,0.009965084,0.000008271936,0.001978304],"study_design_scores_gemma":[0.0002139505,0.0001019006,0.005801108,0.00001440333,0.000179429,0.00001760355,0.00000292561,0.9913638,0.0004690663,0.0003071016,0.001258648,0.0002700849],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3950457,0.0001116021,0.6040366,0.0002357569,0.0000612237,0.0001202131,0.000005276029,0.0003698937,0.00001383748],"genre_scores_gemma":[0.9808562,0.00006736908,0.01880631,0.0000599348,0.00009674164,0.00005431165,0.00002412751,0.00002572739,0.000009265027],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5858105,"threshold_uncertainty_score":0.818937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009165693619380945,"score_gpt":0.2129187044181019,"score_spread":0.203753010798721,"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."}}