{"id":"W2328506555","doi":"10.1061/40862(194)43","title":"Parallel Computing of a Meshfree Method and Its Application in Geotechnical Engineering","year":2006,"lang":"en","type":"article","venue":"","topic":"Geotechnical Engineering and Soil Stabilization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Meshfree methods; Kernel (algebra); Finite element method; Computer science; Graph; Computational science; Smoothed-particle hydrodynamics; Particle method; Stability (learning theory); Applied mathematics; Structural engineering; Mathematical optimization; Mathematics; Engineering; Theoretical computer science; Mathematical analysis; Mechanics; Physics; Machine learning","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007734298,0.0004617638,0.0005630232,0.0003527016,0.0004876177,0.0005617052,0.0008320744,0.0005555477,0.001534295],"category_scores_gemma":[0.002398281,0.0002896075,0.0004998223,0.0008579195,0.0006913682,0.000857062,0.0007495118,0.0006110243,0.0004441712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003938762,"about_ca_system_score_gemma":0.0006432174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001784585,"about_ca_topic_score_gemma":0.001388401,"domain_scores_codex":[0.9995099,0.0001521231,0.00002628358,0.00007454564,0.0002094342,0.00002755546],"domain_scores_gemma":[0.9991934,0.0003477865,0.00004996573,0.00021246,0.000170623,0.00002585473],"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":[0.0001528041,0.00007639366,0.001051758,0.0002535763,0.00006475103,0.0002138267,0.0002017898,0.6420758,0.01791364,0.1125728,0.002535467,0.2228872],"study_design_scores_gemma":[0.00001983669,0.00003042285,0.0001939371,0.000008920474,0.000008992986,0.00005127859,0.00001135619,0.9632608,0.003537456,0.02815873,0.004709108,0.000009216157],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006482332,0.0003386401,0.990835,0.0001004423,0.00005669865,0.0000222715,0.00001590665,0.0003190457,0.001829683],"genre_scores_gemma":[0.2535349,0.0009601616,0.74154,0.0000958104,0.00007952678,0.0001859596,0.0001293983,0.0002443307,0.003229877],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001784585,"threshold_uncertainty_score":0.005132675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00529737188799586,"score_gpt":0.2117106858655933,"score_spread":0.2064133139775975,"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."}}