{"id":"W7162008201","doi":"10.82308/41399","title":"Finite element modeling of gas-surface interactions in hypersonic flight","year":2022,"lang":"en","type":"dissertation","venue":"","topic":"Gas Dynamics and Kinetic Theory","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heat transfer; Heat flux; Cooling curve; Agrégation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003975221,0.000591188,0.0007329932,0.0005030651,0.0005677184,0.001150594,0.000967467,0.001987279,0.00387589],"category_scores_gemma":[0.0009943922,0.0005523065,0.000698653,0.0003733252,0.0006866811,0.000755839,0.0006044994,0.0007766527,0.0005721819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008789381,"about_ca_system_score_gemma":0.001151682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01378498,"about_ca_topic_score_gemma":0.009295668,"domain_scores_codex":[0.99981,0.00005051669,0.00001029361,0.0000305405,0.00006967687,0.00002897515],"domain_scores_gemma":[0.9995321,0.0003000059,0.00004059085,0.00002606515,0.00007134359,0.00002980727],"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":[0.00002781133,0.00002613981,0.0005704624,0.00002412302,0.000009570947,0.00004265789,0.00005780122,0.9927154,0.002324665,0.001815928,0.0001016691,0.002283793],"study_design_scores_gemma":[0.00000297214,0.000008675969,0.000119007,0.00000348857,0.000001412338,0.000006810716,0.00001209692,0.9988624,0.000401617,0.00024505,0.0003335175,0.000002970369],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3047998,0.0005574707,0.6590533,0.0005895881,0.0001550944,0.0001789494,0.0008087956,0.001010811,0.03284615],"genre_scores_gemma":[0.9141098,0.0003658517,0.0598124,0.0001365043,0.00002686088,0.0002899963,0.0004606848,0.0002164282,0.02458169],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01378498,"threshold_uncertainty_score":0.02740949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03121754959225315,"score_gpt":0.3204696461917979,"score_spread":0.2892520965995447,"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."}}