{"id":"W2033130949","doi":"10.1115/1.2132380","title":"Effects of Manufacturing Tolerances on Regenerative Exchanger Number of Transfer Units and Entropy Generation","year":2005,"lang":"en","type":"article","venue":"Journal of Engineering for Gas Turbines and Power","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Channel (broadcasting); Heat exchanger; Flow (mathematics); Mechanics; Pressure drop; Volumetric flow rate; Materials science; Mechanical engineering; Engineering; Electrical engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007263279,0.0001139549,0.000216745,0.00008271214,0.00001510213,0.00001014169,0.00002824543,0.00005316019,0.000007969711],"category_scores_gemma":[0.00001135513,0.00009308905,0.0000429811,0.00004908793,0.000009860287,0.0001399165,0.000001805524,0.00007294183,6.593856e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000109857,"about_ca_system_score_gemma":0.000004819982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.013719e-7,"about_ca_topic_score_gemma":0.000001032947,"domain_scores_codex":[0.9995058,0.000006702372,0.0002518934,0.00005534015,0.00008410626,0.00009612578],"domain_scores_gemma":[0.9997587,0.00006295522,0.00001902496,0.00003499843,0.00007709671,0.00004720455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000890498,0.00002972423,0.00007797656,0.0007329079,0.0001432006,0.000002460282,0.001952262,0.7866867,0.2055471,0.000663679,0.0001735847,0.003901362],"study_design_scores_gemma":[0.001025676,0.0002177252,0.0007433461,0.0002079812,0.00005220062,0.0000217672,0.00001241107,0.05697718,0.938729,0.000009182192,0.001878506,0.0001249969],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9482978,0.001282215,0.04996479,0.00004470727,0.0002535073,0.0001072263,0.000008309842,0.000009439623,0.00003197785],"genre_scores_gemma":[0.9956014,0.0008441561,0.003285293,0.00001157089,0.0002223366,0.000003326758,0.000002545481,0.00001855783,0.00001083181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7331819,"threshold_uncertainty_score":0.3796061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007773743550498004,"score_gpt":0.2077124501881063,"score_spread":0.1999387066376083,"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."}}