{"id":"W1996885151","doi":"10.1115/fedsm2012-72301","title":"Investigation of the Turbulent Flow Behaviour in a Transpired Air Collector","year":2012,"lang":"en","type":"article","venue":"","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Core Research for Evolutional Science and Technology","keywords":"Turbulence; Particle image velocimetry; Airflow; Mechanics; Turbulence kinetic energy; Reynolds stress; Reynolds number; Meteorology; Clear-air turbulence; Heat transfer; Environmental science; Flow (mathematics); Materials science; Physics; Thermodynamics","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":[],"consensus_categories":[],"category_scores_codex":[0.0001065619,0.00006968252,0.00008505353,0.0000425344,0.0000111937,0.000001944141,0.00007611794,0.00005469429,0.00007511678],"category_scores_gemma":[0.000003045545,0.00005233147,0.00003601774,0.0002158839,0.00001170728,0.00007193354,0.000002574147,0.00007625877,0.000006182768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004727318,"about_ca_system_score_gemma":0.00001443285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004126916,"about_ca_topic_score_gemma":0.0001539415,"domain_scores_codex":[0.9995119,0.00002362318,0.0001531294,0.00004674179,0.0001055222,0.0001590934],"domain_scores_gemma":[0.9998072,0.00001226965,0.000003291835,0.0001166219,0.000008747132,0.00005183396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001136876,0.00007916414,0.07242131,0.0002343955,0.00003500488,0.000001862344,0.01467303,0.03319031,0.8754272,0.002299956,0.0009199356,0.0007063966],"study_design_scores_gemma":[0.0003431774,0.00001337768,0.1201871,0.00003331601,0.00001216288,0.000002190104,0.00004245483,0.01341409,0.8657255,0.00007514773,0.0000578735,0.00009372624],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940723,0.00004583785,0.004695682,0.0001665231,0.0001813563,0.0002253482,0.000004849923,0.00007877688,0.0005293647],"genre_scores_gemma":[0.99819,0.000002380266,0.001643608,0.00005653963,0.00001714275,0.00002573507,0.000001681405,0.00001527026,0.00004764651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04776574,"threshold_uncertainty_score":0.2134015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01620627025731795,"score_gpt":0.1919309138707964,"score_spread":0.1757246436134785,"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."}}