{"id":"W2090469195","doi":"10.1115/1.4004009","title":"Transient Heat Exchanger Response With Pressure Regulated Outflow","year":2011,"lang":"en","type":"article","venue":"Journal of Thermal Science and Engineering Applications","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Ontario Centres of Excellence","keywords":"Mechanics; Outflow; Materials science; Thermodynamics; Heat exchanger; Dynamic scraped surface heat exchanger; Working fluid; Heat transfer; Plate heat exchanger; Heat spreader; Plate fin heat exchanger; Concentric tube heat exchanger; Fluid dynamics; Heat capacity rate; Transient (computer programming); NTU method; Heat transfer coefficient; Critical heat flux; Physics; Computer science; Meteorology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005967697,0.0004478146,0.000807352,0.0002312247,0.000440963,0.0006597064,0.0004683551,0.0005283714,0.001441966],"category_scores_gemma":[0.002049637,0.0001678919,0.0004460253,0.0002239773,0.0007629243,0.0007710739,0.0005414888,0.000623252,0.0002131475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004145734,"about_ca_system_score_gemma":0.0002245859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000923559,"about_ca_topic_score_gemma":0.0003776186,"domain_scores_codex":[0.9995154,0.00009481829,0.00002459633,0.0000656965,0.0001810784,0.0001184422],"domain_scores_gemma":[0.9991977,0.0004837385,0.00008247943,0.00006263245,0.0001237547,0.00004976934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.008983903,0.0007502635,0.01998497,0.0005580352,0.0001044617,0.001137502,0.0007255324,0.2465157,0.6990502,0.0008165708,0.0006772127,0.02069553],"study_design_scores_gemma":[0.0001167803,0.002654886,0.02216853,0.00001976393,0.00006139245,0.0002554138,0.0002823216,0.4097371,0.5638247,0.0002199438,0.0006101583,0.00004900668],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994567,0.00005909384,0.004444686,0.00003219391,0.0000167016,0.000009772495,0.00004137913,0.0001952157,0.0006338918],"genre_scores_gemma":[0.9994809,0.00001335222,0.0002479712,0.000007538273,0.000002767828,0.000004749679,0.00003732842,0.00001441118,0.0001909549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001441966,"threshold_uncertainty_score":0.004823804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01056301580786676,"score_gpt":0.1923379418825292,"score_spread":0.1817749260746625,"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."}}