{"id":"W2134604794","doi":"10.1016/j.ijheatmasstransfer.2006.05.042","title":"Convection heat transfer from tube banks in crossflow: Analytical approach","year":2006,"lang":"en","type":"article","venue":"International Journal of Heat and Mass Transfer","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":215,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Prandtl number; Mechanics; Heat transfer; Materials science; Boundary layer; Tube (container); Concentric tube heat exchanger; Reynolds number; Convective heat transfer; Isothermal process; Transverse plane; Thermodynamics; Heat transfer coefficient; Physics; Turbulence; Structural engineering; Engineering","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":[0.0005419328,0.0006285916,0.001095598,0.0008208248,0.0008999406,0.001477074,0.001114174,0.001400183,0.002969245],"category_scores_gemma":[0.001414749,0.0006580399,0.0008385849,0.0004424057,0.00165039,0.001783481,0.001184056,0.00102592,0.0004248887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006799417,"about_ca_system_score_gemma":0.000800066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002487188,"about_ca_topic_score_gemma":0.001323941,"domain_scores_codex":[0.9998398,0.00005553028,0.000005990581,0.00003120987,0.00003469188,0.00003283252],"domain_scores_gemma":[0.999675,0.0001779331,0.00003068008,0.00002228579,0.00007278721,0.00002127856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002113907,0.0002404828,0.001432287,0.0002634967,0.00005763908,0.0006954334,0.0004162352,0.8121611,0.05429175,0.1123559,0.001197631,0.01667663],"study_design_scores_gemma":[0.00001253252,0.00002971807,0.0002206098,0.000007989132,0.000008932994,0.00003884207,0.00003264713,0.9925552,0.002419213,0.004274183,0.000391035,0.000009016693],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3210491,0.003123356,0.6322913,0.0009097758,0.0003765286,0.0002309107,0.0001570127,0.0003990041,0.04146308],"genre_scores_gemma":[0.9717497,0.0009966252,0.01417978,0.0001037009,0.0001154862,0.00009663248,0.00003536333,0.00005709908,0.01266549],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002969245,"threshold_uncertainty_score":0.009933054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006242990108608849,"score_gpt":0.2130656268817745,"score_spread":0.2068226367731656,"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."}}