{"id":"W2052131482","doi":"10.1680/geot.2002.52.9.625","title":"Dilatancy in general Cambridge-type models","year":2002,"lang":"en","type":"article","venue":"Géotechnique","topic":"Geotechnical Engineering and Soil Mechanics","field":"Engineering","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"Golder Associates (Canada); University of British Columbia","funders":"","keywords":"Dilatant; Geotechnical engineering; Dissipation; Context (archaeology); Plane stress; Symmetry (geometry); Work (physics); Degrees of freedom (physics and chemistry); Mathematics; Mechanics; Geology; Engineering; Structural engineering; Geometry; Physics; Mechanical engineering","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":[0.0001036835,0.000165562,0.0001818563,0.0001379314,0.0000177453,0.00001372552,0.0001792758,0.0002307463,0.00002917881],"category_scores_gemma":[0.00001837919,0.0001823905,0.00004398094,0.0003791776,0.000009703672,0.0001035173,0.00003064551,0.0004122375,0.00005233946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000772948,"about_ca_system_score_gemma":0.000003372572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002524954,"about_ca_topic_score_gemma":0.000005714478,"domain_scores_codex":[0.9991711,0.000009710812,0.0002126699,0.0001660327,0.0001116483,0.0003287893],"domain_scores_gemma":[0.9995624,0.00001286874,0.00001024229,0.0003217036,0.00001708915,0.00007562622],"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":[0.000002159704,0.00002881602,0.000004941138,0.00004369098,0.000008391724,0.00005298156,0.00005269733,0.952864,0.007099066,0.01937562,0.00565969,0.01480797],"study_design_scores_gemma":[0.0001135826,0.00002569966,0.00004262096,0.00003411853,0.000001958185,0.00001527768,0.000001296547,0.9865996,0.005660109,0.002217937,0.005052003,0.0002358512],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2728674,0.002547293,0.6746218,0.000255848,0.001006578,0.0006946882,0.0000164895,0.007628019,0.04036197],"genre_scores_gemma":[0.9918674,0.0007765055,0.006727793,0.00004657909,0.00006060317,0.00004508761,0.000003818325,0.00005408826,0.0004181637],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.719,"threshold_uncertainty_score":0.7437668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01688717217729945,"score_gpt":0.1826697167933598,"score_spread":0.1657825446160604,"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."}}