{"id":"W4295134489","doi":"","title":"The Natural Element Methods and its Applications in Solid and Fluid Mechanics","year":2007,"lang":"en","type":"preprint","venue":"INRIA a CCSD electronic archive server","topic":"Fluid Dynamics Simulations and Interactions","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Fluid mechanics; Computer science; Mechanics; Materials science; Mechanical engineering; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005107846,0.0002924297,0.000250724,0.0002007981,0.0002105654,0.00009210746,0.0002401784,0.0001355224,0.0000100044],"category_scores_gemma":[0.00004126572,0.0002514833,0.00007503947,0.0001488104,0.00002961329,0.00008483076,0.0003698463,0.001271024,0.000003572053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002813194,"about_ca_system_score_gemma":0.00008931846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004186526,"about_ca_topic_score_gemma":0.004126142,"domain_scores_codex":[0.9984646,0.0000963046,0.0004270964,0.0003542359,0.0001204505,0.0005372668],"domain_scores_gemma":[0.9989134,0.0005349289,0.00006274963,0.0003653661,0.0000530893,0.00007042977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004310641,0.00005920039,0.00004842338,0.0002159621,0.0004895972,0.000001889616,0.001056043,0.3585856,0.01045479,0.6083194,0.000199749,0.02052628],"study_design_scores_gemma":[0.0001972885,0.00002415488,0.0004370494,0.00004063402,0.00003741546,0.000006884058,0.00005546911,0.9322872,0.0003407101,0.04644437,0.01988478,0.0002441207],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3506156,0.03157676,0.612499,0.0003548487,0.0008439838,0.00249678,0.000116033,0.0002951904,0.001201812],"genre_scores_gemma":[0.9890303,0.006686736,0.003576056,0.00003985702,0.00008750519,0.0002914746,0.0001354893,0.00005622046,0.00009638804],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6384147,"threshold_uncertainty_score":0.9999937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007750575839074382,"score_gpt":0.3022936522516013,"score_spread":0.2945430764125269,"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."}}