{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002132036,0.00008996265,0.000130808,0.00009198614,0.00001134165,0.00001024808,0.00004038413,0.0001353365,0.0003974914],"category_scores_gemma":[0.000001814892,0.0000879377,0.00001546116,0.00001586122,0.00001007524,0.00003144598,0.000004124477,0.00003627264,0.000001381243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005890004,"about_ca_system_score_gemma":0.00000388315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000124623,"about_ca_topic_score_gemma":0.00006016439,"domain_scores_codex":[0.9997518,0.000002874442,0.00006312459,0.00007208518,0.00004577262,0.00006434022],"domain_scores_gemma":[0.9998392,0.000001955628,0.000003103615,0.0001222411,0.000008158872,0.00002537362],"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":[4.254197e-7,0.000001197961,0.000001141976,0.0001590408,0.00001494238,1.668679e-7,0.00002708974,0.9910136,0.000009193143,0.00001457566,0.008033129,0.0007255148],"study_design_scores_gemma":[0.0000962632,0.000003759669,1.333134e-7,0.0001223578,0.00001405241,3.7832e-7,0.000003287951,0.9964524,0.00004053882,0.000001735004,0.00317698,0.00008812195],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.000001641061,0.0006397009,0.5820364,0.000002930923,0.00006824859,0.0000572834,0.000006094649,0.0001205429,0.4170671],"genre_scores_gemma":[0.04984303,0.0696163,0.2646794,0.00006033445,0.0007665904,0.00004947387,0.0004489089,0.002541625,0.6119943],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.317357,"threshold_uncertainty_score":0.4352252,"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."}}