{"id":"W4386070313","doi":"10.1007/s43452-023-00755-y","title":"Comparison of finite element and smoothed-particle hydrodynamics models in the simulation of hypereutectic Al-Si alloy friction surfacing: calibrations from experiments","year":2023,"lang":"en","type":"article","venue":"Archives of Civil and Mechanical Engineering","topic":"Numerical methods in engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Smoothed-particle hydrodynamics; Materials science; Finite element method; Particle (ecology); Coating; Surface roughness; Surface finish; Aluminium; Mechanics; Substrate (aquarium); Microstructure; Composite material; Metallurgy; Thermodynamics; Physics","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":[0.0001565147,0.0001146251,0.000259674,0.0001015362,0.00001643417,0.00000628622,0.00008708101,0.00003641329,0.000001733667],"category_scores_gemma":[0.00009548919,0.0001047691,0.00003576716,0.0002332888,0.00002087261,0.00009668648,0.00005263988,0.0001228225,1.201926e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007904289,"about_ca_system_score_gemma":0.000003060541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002938889,"about_ca_topic_score_gemma":0.00001059815,"domain_scores_codex":[0.9991632,0.00003365962,0.0003901784,0.0001232758,0.0001375488,0.0001521522],"domain_scores_gemma":[0.9987356,0.001028649,0.0000430967,0.0001446126,0.00000733467,0.00004071314],"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":[0.000005686291,0.00002183377,0.0001025709,0.00006291976,0.00002137297,2.389755e-7,0.0013056,0.7505667,0.2456059,0.001088411,2.864045e-7,0.001218483],"study_design_scores_gemma":[0.0002402371,0.00004918179,0.001214117,0.00007786867,0.00001559096,2.274283e-7,0.0002150421,0.9537751,0.04273305,0.001579611,0.00001276338,0.00008720916],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5236204,0.0001418443,0.476018,0.00001140312,0.00004279918,0.00008274768,0.000007992361,0.00004561337,0.00002926453],"genre_scores_gemma":[0.9885065,0.0001000049,0.0113399,0.000003541033,0.000008823554,0.00001416307,0.000005876949,0.00002041463,7.892805e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4648861,"threshold_uncertainty_score":0.427236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03661568342047299,"score_gpt":0.2938414331410952,"score_spread":0.2572257497206222,"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."}}