{"id":"W4246681620","doi":"10.1002/9781118894484.ch4","title":"Modeling and Optimization of Heat Exchangers","year":2017,"lang":"en","type":"other","venue":"","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Ontario Tech University","funders":"","keywords":"Heat exchanger; Shell and tube heat exchanger; NTU method; Process engineering; Plate fin heat exchanger; Exergy; Heat transfer; Mechanical engineering; Computer science; Engineering; Thermodynamics; Plate heat exchanger; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004269968,0.0009611817,0.0009362824,0.0004412293,0.0005878967,0.001655177,0.001120159,0.001445874,0.00573235],"category_scores_gemma":[0.000737722,0.0005929696,0.0009580791,0.0006949052,0.000685202,0.001185324,0.0006856923,0.0008544066,0.0009580933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008279655,"about_ca_system_score_gemma":0.00116719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00440734,"about_ca_topic_score_gemma":0.002760414,"domain_scores_codex":[0.9996133,0.00009646173,0.00001928784,0.0000804627,0.0001479563,0.00004241049],"domain_scores_gemma":[0.9998701,0.00006529668,0.00001827187,0.00001316294,0.00002517637,0.000008122355],"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":[0.00001202422,0.00001592395,0.0001473787,0.00007319415,0.00001042252,0.00002732511,0.0000155961,0.973141,0.001739661,0.01800981,0.0004327812,0.006374899],"study_design_scores_gemma":[0.000008031371,0.00001992756,0.0001583106,0.0000142078,0.000008117026,0.00002251816,0.00001181352,0.9882833,0.001033169,0.005159841,0.005273556,0.000007231484],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02655386,0.003725799,0.8911892,0.0005073788,0.0001873331,0.0001842836,0.0005798881,0.000770775,0.07630152],"genre_scores_gemma":[0.7407911,0.008479484,0.1655437,0.0001548291,0.0001529996,0.0009361032,0.0008306436,0.0003185177,0.08279259],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00573235,"threshold_uncertainty_score":0.01917666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01478040569294852,"score_gpt":0.2173634512834777,"score_spread":0.2025830455905292,"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."}}