{"id":"W3213708256","doi":"10.32920/ryerson.14656749.v1","title":"Modeling and Development of an Experimental Pneumatic Facility for Aircraft Bleed Air System Studies","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Mass flow; Bleed; Environmental control system; Automotive engineering; Flow (mathematics); Engineering; Airflow; Control system; Simulation; Aerospace engineering; Computer science; Mechanical engineering; Electrical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003690671,0.0003292431,0.0008912451,0.00006902195,0.00007186316,0.00003192327,0.0001441394,0.0001798546,0.000006033541],"category_scores_gemma":[0.00001615394,0.0003001035,0.00007939275,0.00003215387,0.0000223323,0.00007071425,0.0002102643,0.0001182168,0.000002066084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002212378,"about_ca_system_score_gemma":0.00008622106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005234787,"about_ca_topic_score_gemma":0.00005189404,"domain_scores_codex":[0.9982765,0.00004538555,0.0009117512,0.000344416,0.0002109866,0.0002109287],"domain_scores_gemma":[0.9993043,0.0000621601,0.00006901925,0.0003648903,0.0001107426,0.00008891233],"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":[0.000006970268,0.00005119272,0.000021575,0.03162381,0.000855026,0.000002224482,0.05118829,0.9110431,0.003204984,0.00002354351,0.00001289375,0.001966383],"study_design_scores_gemma":[0.0002581715,0.00001588351,0.000007706729,0.001220941,0.00002984425,0.00000763615,0.08684044,0.8979639,0.01334118,0.000005811931,0.0000108245,0.0002977019],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7722396,0.003766345,0.2223416,0.000002886278,0.0005016896,0.0007121983,0.0000193848,0.000243779,0.0001725308],"genre_scores_gemma":[0.9735259,0.00001966215,0.02586127,0.000003186119,0.00002804913,0.000440684,0.00006885778,0.00002743688,0.00002488582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2012863,"threshold_uncertainty_score":0.9999451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06080469586770538,"score_gpt":0.2870026754979712,"score_spread":0.2261979796302658,"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."}}