{"id":"W2326571965","doi":"10.2514/6.2007-4194","title":"Accuracy Assessment Methodology for a Higher-Order Unstructured Finite Volume Solver","year":2007,"lang":"en","type":"article","venue":"18th AIAA Computational Fluid Dynamics Conference","topic":"Engineering Applied Research","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Finite volume method; Solver; Volume (thermodynamics); Computational science; Programming language; Mechanics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002171448,0.0004864304,0.0006713342,0.001089621,0.0005725548,0.001277516,0.001945799,0.0009558102,0.002726309],"category_scores_gemma":[0.006741595,0.0003200443,0.0006671762,0.0005468993,0.0006768184,0.001076001,0.001304699,0.001125276,0.0004969403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007502264,"about_ca_system_score_gemma":0.001484833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003958403,"about_ca_topic_score_gemma":0.003221723,"domain_scores_codex":[0.9983892,0.0002832919,0.00008513036,0.00009262845,0.0010482,0.0001015732],"domain_scores_gemma":[0.9961296,0.001126722,0.0002823663,0.000486735,0.001876039,0.00009837208],"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":[0.0002201315,0.0001473403,0.003091564,0.0002779066,0.00006797709,0.0001227757,0.0002507224,0.6845317,0.05173911,0.05317168,0.001884629,0.2044944],"study_design_scores_gemma":[0.000006102442,0.00002759813,0.0002099716,0.000007661494,0.000007252657,0.00002415764,0.000009130558,0.9908242,0.006190826,0.001809488,0.0008770449,0.000006455127],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008947087,0.00008406196,0.9878951,0.00006628871,0.00003240661,0.00003487411,0.00002140243,0.0003526791,0.002566003],"genre_scores_gemma":[0.3494221,0.0001776231,0.6458582,0.0000863639,0.00004903286,0.00009235604,0.0001622733,0.0003315649,0.003820416],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003958403,"threshold_uncertainty_score":0.01148385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04101721994830615,"score_gpt":0.3303746759101489,"score_spread":0.2893574559618428,"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."}}