{"id":"W2009817055","doi":"10.1115/imece2002-32494","title":"Maximum Entropy Methods in the Mechanics of Quasi-Static Deformation of Granular Materials","year":2002,"lang":"en","type":"article","venue":"","topic":"Granular flow and fluidized beds","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Granular material; Principle of maximum entropy; Statistical physics; Hydrostatic equilibrium; Entropy (arrow of time); Probability density function; Statistical mechanics; Mechanics; Contact mechanics; Classical mechanics; Probability distribution; Physics; Mathematics; Finite element method; Thermodynamics","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":[0.002216028,0.0008156298,0.0009360291,0.001603004,0.0007138657,0.001358417,0.0009529564,0.00112621,0.001520595],"category_scores_gemma":[0.003940414,0.0005391345,0.0009482458,0.001299682,0.003145528,0.002237139,0.001829431,0.001613436,0.0004793559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001040589,"about_ca_system_score_gemma":0.0005657206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007097969,"about_ca_topic_score_gemma":0.0005032044,"domain_scores_codex":[0.9991937,0.0004041593,0.00003370945,0.0000703396,0.0002520421,0.00004596699],"domain_scores_gemma":[0.9979427,0.001614099,0.0001213849,0.0001567605,0.000101453,0.00006354679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004046761,0.00003107749,0.0002920929,0.0002110305,0.00003247988,0.00008557284,0.0001429749,0.1679252,0.003032969,0.8014445,0.0007288287,0.02603269],"study_design_scores_gemma":[0.000009417354,0.00002426766,0.0002625133,0.00002613141,0.000005294781,0.00003455421,0.00001427498,0.4204237,0.00077534,0.5761616,0.00223795,0.00002498061],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01293938,0.006028125,0.9727774,0.0006128782,0.0001682919,0.00003759823,0.00005792918,0.0001424002,0.00723594],"genre_scores_gemma":[0.6704761,0.009899623,0.304014,0.0003862649,0.001415843,0.0003995038,0.0002245939,0.0003098739,0.01287425],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002216028,"threshold_uncertainty_score":0.01171958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02003088764101307,"score_gpt":0.255123502089641,"score_spread":0.2350926144486279,"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."}}