{"id":"W2608887851","doi":"","title":"Up-Scaling DEM Simulations","year":2016,"lang":"de","type":"article","venue":"50th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Soil, Finite Element Methods","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Scaling; Computer science; Statistical physics; Mathematics; Physics; Geometry","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.002105884,0.002062296,0.001769683,0.001296632,0.0009656246,0.0003912233,0.002008274,0.001701608,0.002534734],"category_scores_gemma":[0.0009153251,0.001983752,0.0008822155,0.00212629,0.00001822514,0.001042566,0.00122127,0.0013528,0.0057585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001618049,"about_ca_system_score_gemma":0.0004124168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004047661,"about_ca_topic_score_gemma":0.00003887738,"domain_scores_codex":[0.9892628,0.0006849476,0.002697771,0.002297849,0.001711061,0.003345576],"domain_scores_gemma":[0.9923789,0.001908351,0.000800244,0.002966408,0.0007241059,0.001221994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002315895,0.0004916862,0.00005399167,0.000858139,0.00218344,0.0001122618,0.001715039,0.3249099,0.4722044,0.1758414,0.005175638,0.0162225],"study_design_scores_gemma":[0.003634207,0.0004494797,0.000002389015,0.0009758969,0.001152786,0.00003350979,0.0002279278,0.7881805,0.07535857,0.04657479,0.08059849,0.002811447],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002553082,0.003809658,0.9564358,0.001721915,0.02970229,0.001847527,0.001171673,0.002037643,0.0007203783],"genre_scores_gemma":[0.9698485,0.005806633,0.01299871,0.0006782404,0.004799807,0.0002661471,0.0003167573,0.001313753,0.00397152],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9672953,"threshold_uncertainty_score":0.9995944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02170879668805066,"score_gpt":0.2587517802596488,"score_spread":0.2370429835715981,"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."}}