{"id":"W2306409551","doi":"","title":"COMPARISON OF THE COSSERAT CONTINUUM APPROACH WITH FINITE ELEMENT INTERFACE MODELS IN A SIMULATION OF LAYERED MATERIALS","year":2010,"lang":"en","type":"article","venue":"Scientia Iranica","topic":"Numerical methods in engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Finite element method; Element (criminal law); Interface (matter); Displacement (psychology); Classical mechanics; Mathematical analysis; Mathematics; Computer science; Structural engineering; Mechanics; Physics; 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":[0.0004534328,0.0001082191,0.0002756356,0.00006794164,0.00001832058,0.00001884291,0.000282199,0.00005266949,0.00002462659],"category_scores_gemma":[0.00006822663,0.00007805369,0.0000303286,0.0003801847,0.00007608993,0.00009635466,0.0000608829,0.0001698531,7.890787e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001613242,"about_ca_system_score_gemma":0.000009647017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009135954,"about_ca_topic_score_gemma":0.00002485564,"domain_scores_codex":[0.9990395,0.00004465693,0.0003926196,0.000142689,0.000208402,0.0001721012],"domain_scores_gemma":[0.9993905,0.0001104728,0.00008710411,0.0003351306,0.00004891412,0.00002782698],"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":[0.000009769849,0.0000266959,0.0002245445,0.00004900898,0.000007975567,4.244032e-8,0.000308296,0.6470029,0.3520851,0.000104537,0.000007324456,0.0001738637],"study_design_scores_gemma":[0.0002216741,0.00001630857,0.0006070331,0.00003618557,0.000007014409,2.510734e-7,0.00003831258,0.6695778,0.329256,0.0001047442,0.00007074487,0.00006396872],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5682245,0.00002175528,0.4307552,0.000006282537,0.0003597389,0.0002035361,0.00000864543,0.00002796143,0.0003923394],"genre_scores_gemma":[0.9354666,6.372035e-7,0.0644797,0.000002374558,0.00001133007,0.00001044793,0.000001353002,0.00001764041,0.00000994309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.367242,"threshold_uncertainty_score":0.3182937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02954255431939963,"score_gpt":0.3049964263119852,"score_spread":0.2754538719925856,"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."}}