{"id":"W1497648325","doi":"10.1002/9780470827253.app1","title":"Appendix: Acoustic Boundary Element Method","year":2013,"lang":"en","type":"other","venue":"","topic":"Numerical methods in engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Boundary element method; Helmholtz equation; Discretization; Element (criminal law); Helmholtz free energy; Boundary (topology); Mathematics; Mathematical analysis; Calculus (dental); Boundary value problem; Computer science; Finite element method; Physics; Engineering; Structural engineering; Law","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001696043,0.0004458688,0.000484088,0.0002622507,0.00001662001,0.00005232786,0.0003132816,0.0003139866,0.04400964],"category_scores_gemma":[0.00003269659,0.0004165151,0.00009853129,0.000168028,0.00002238184,0.00003553839,0.00007565429,0.0004243621,0.004743675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001193346,"about_ca_system_score_gemma":0.00001109018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005211958,"about_ca_topic_score_gemma":0.000006539156,"domain_scores_codex":[0.9986932,0.00004004225,0.0002690163,0.0002924093,0.0002325765,0.0004727975],"domain_scores_gemma":[0.9991823,0.0001045308,0.00003746597,0.0005169628,0.000008494047,0.0001502311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[2.604138e-7,0.000007291279,9.554465e-7,0.0003606276,0.0001736036,0.000006701504,0.000008651654,0.01603484,0.0007698499,0.0003762943,0.9224822,0.05977875],"study_design_scores_gemma":[0.00009051404,0.00001051311,0.000001726831,0.00008703963,0.00004034267,0.000006137601,0.000009195531,0.08593046,0.0003195421,0.0001333933,0.9128959,0.0004752635],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[1.008906e-7,0.0009580358,0.522745,0.000004654872,0.001122155,0.000205914,0.0000100801,0.001865433,0.4730887],"genre_scores_gemma":[0.000005693451,0.0001366391,0.5614352,0.00003508034,0.0003938854,0.00007799363,0.00001605214,0.0009941934,0.4369053],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.06989563,"threshold_uncertainty_score":0.9998287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01109961203550627,"score_gpt":0.2783276453152618,"score_spread":0.2672280332797555,"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."}}