{"id":"W4285737418","doi":"10.18280/rcma.320307","title":"Effect of Spacing Between Baffles on the Dynamic and Thermal Behavior of Water in a Shell-and-Tube Heat Exchanger","year":2022,"lang":"en","type":"article","venue":"Revue des composites et des matériaux avancés","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Baffle; Mechanics; Pressure drop; Shell and tube heat exchanger; Turbulence; Heat transfer; Concentric tube heat exchanger; Dynamic scraped surface heat exchanger; Reynolds number; Heat transfer coefficient; Thermodynamics; Heat exchanger; Materials science; Chemistry; Physics; Critical heat flux","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003570881,0.0001427059,0.0002833497,0.0001202907,0.0000746748,0.00001602913,0.00008269271,0.00003639942,0.00003812959],"category_scores_gemma":[0.000006532693,0.00009450399,0.00004488207,0.00009773231,0.00007258863,0.00006721315,0.00004911966,0.0001603718,0.000001035401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004426717,"about_ca_system_score_gemma":0.000002279201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003351743,"about_ca_topic_score_gemma":0.00002135768,"domain_scores_codex":[0.9992014,0.0001902022,0.0002125162,0.0001277101,0.00009313488,0.0001750991],"domain_scores_gemma":[0.9994889,0.000322293,0.000009450579,0.0001351796,0.00001253598,0.00003162301],"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":[0.0001114524,0.00005553047,0.05112786,0.001873621,0.0000724541,0.00001653027,0.007499649,0.5175267,0.410887,0.0001292652,0.000002900141,0.01069704],"study_design_scores_gemma":[0.001657107,0.001475768,0.08588751,0.0007697659,0.00028794,0.00007234528,0.0002071243,0.471586,0.437376,0.0001130441,0.00005683529,0.0005105663],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956821,0.0004691951,0.003119035,0.00004142569,0.00003603071,0.000359342,0.00003313503,0.00003623983,0.0002235131],"genre_scores_gemma":[0.9989309,0.0001607207,0.0007564631,0.000008474207,0.00001143784,0.00006373671,0.0000267639,0.00003236185,0.000009170476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04594071,"threshold_uncertainty_score":0.3853761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02129410395984332,"score_gpt":0.2442574565061959,"score_spread":0.2229633525463526,"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."}}