{"id":"W2066734828","doi":"10.1117/12.787922","title":"Advances in aerothermal modeling for TMT","year":2008,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ontario Ministry of Research and Innovation; Association of Canadian Universities for Research in Astronomy; Gordon and Betty Moore Foundation","keywords":"Enclosure; Heat flux; Wind speed; Wind tunnel; Computational fluid dynamics; Aerospace engineering; Particle image velocimetry; Emissivity; Heat transfer; Mechanics; Thermal; Telescope; Optics; Physics; Meteorology; Computer science; Turbulence; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002845162,0.0002514816,0.0003601755,0.00007247336,0.0001046977,0.0000401311,0.0004235022,0.0000857784,0.000007795905],"category_scores_gemma":[0.00007809653,0.0002192321,0.0005003879,0.00016251,0.0001331734,0.0005536197,0.00008001464,0.0002098308,6.127647e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007248072,"about_ca_system_score_gemma":0.00003043547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001555026,"about_ca_topic_score_gemma":1.572218e-7,"domain_scores_codex":[0.9984351,6.7678e-9,0.0005400956,0.000309679,0.0003407665,0.0003742996],"domain_scores_gemma":[0.9986579,0.00009282067,0.0002353337,0.00003748127,0.0009015959,0.00007487724],"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":[0.0001287278,0.0001593772,0.002030691,0.0001791635,0.0001957627,6.689553e-8,0.0003652351,0.005825931,0.1387979,0.851059,0.000339027,0.0009191196],"study_design_scores_gemma":[0.002661172,0.0003196234,0.0004448774,0.0004422506,0.0001089481,0.0000075946,0.00301264,0.9243141,0.05127395,0.01302012,0.003728402,0.0006662923],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991651,0.0001086587,0.002093524,0.0004686785,0.0001339008,0.0005178384,0.0000426409,0.00002619967,0.004957554],"genre_scores_gemma":[0.8833744,0.00006144997,0.1157569,0.00003074248,0.000490191,0.00009842138,0.000008347639,0.00004966936,0.000129876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9184882,"threshold_uncertainty_score":0.8940025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0144274182931972,"score_gpt":0.2335472678157395,"score_spread":0.2191198495225423,"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."}}