{"id":"W4415054652","doi":"","title":"Task-Based Runtime Support and Programming for Finite Element Simulations","year":2025,"lang":"en","type":"report","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Model-Driven Software Engineering Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Focus (optics); Scheduling (production processes); Preprocessor; Finite element method; Overhead (engineering); Element (criminal law); Table (database); Static analysis; Computation","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004721764,0.00039278,0.0004521311,0.0004346365,0.0003612343,0.0005337649,0.001421125,0.0002865878,0.00001863575],"category_scores_gemma":[0.0008233149,0.000441834,0.0002026979,0.0005439419,0.0001005173,0.0002177954,0.0007468354,0.0003579338,0.00000334655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002464401,"about_ca_system_score_gemma":0.001156183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002678925,"about_ca_topic_score_gemma":0.0002485577,"domain_scores_codex":[0.9965823,0.0007274121,0.0006654893,0.0009281424,0.0006505089,0.0004461984],"domain_scores_gemma":[0.9919131,0.001925982,0.0004624567,0.002176316,0.003362549,0.0001595803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006431764,0.0005702618,0.0007951807,0.00108383,0.000188566,0.000008739339,0.001713391,0.001959577,0.0002610062,0.1954277,0.01167049,0.7863149],"study_design_scores_gemma":[0.0002967336,0.00000138008,0.000124102,0.001007215,0.00004818065,0.000003731166,0.000001251258,0.2457896,0.003058539,0.000536419,0.7487547,0.0003780739],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0000658174,0.0003405392,0.9900821,0.002370828,0.000208119,0.001157111,0.0001627003,0.001021713,0.004591056],"genre_scores_gemma":[0.0292058,0.0001775954,0.9567887,0.00009210885,0.00002517538,0.0004132044,0.001139818,0.00005166003,0.01210594],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7859368,"threshold_uncertainty_score":0.9998034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01858395136395402,"score_gpt":0.2619450919508253,"score_spread":0.2433611405868713,"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."}}