{"id":"W16129993","doi":"","title":"FEM calculation of frequencies variation caused by residual stress distribution in welded structures","year":2007,"lang":"en","type":"article","venue":"international conference on Modelling and simulation","topic":"Welding Techniques and Residual Stresses","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Residual stress; Welding; Finite element method; Stress (linguistics); Structural engineering; Residual; Materials science; Computer science; Engineering; Composite material; Algorithm","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":[0.00017124,0.0001036729,0.0001044445,0.0001126296,0.0000335339,0.0000359133,0.00006807192,0.0001145502,0.00001234565],"category_scores_gemma":[0.00002453773,0.0001021361,0.00001716153,0.00007594702,0.00002320879,0.0001321726,0.000008949451,0.0001131819,3.185804e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007387582,"about_ca_system_score_gemma":0.000008393108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002268046,"about_ca_topic_score_gemma":0.00005396909,"domain_scores_codex":[0.9992206,0.00001654306,0.0002900065,0.0001352244,0.0002291368,0.0001085596],"domain_scores_gemma":[0.9996377,0.00009545755,0.00006890018,0.00006744593,0.0001042967,0.00002616779],"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":[0.00002968013,0.0000138759,0.001251732,0.0000169928,0.00001016639,7.567897e-7,0.0002296636,0.9872225,0.003164934,0.006986759,0.00001858117,0.001054336],"study_design_scores_gemma":[0.0002143357,0.00002733328,0.01026262,0.00008332384,0.000004770348,2.281134e-7,0.00003913453,0.9580641,0.02388269,0.007282377,0.00003424113,0.000104834],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6072267,0.0000315012,0.3921046,0.00003296127,0.00007889808,0.0000692949,0.00005965215,0.00005412614,0.0003421977],"genre_scores_gemma":[0.9988639,0.00009423393,0.0006156648,0.000004289579,0.00004709748,0.000002589799,0.0003493254,0.000008772628,0.00001417687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3916371,"threshold_uncertainty_score":0.4164988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03546461187265965,"score_gpt":0.2871711655003178,"score_spread":0.2517065536276581,"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."}}