{"id":"W4316194119","doi":"10.1016/j.rineng.2023.100896","title":"Estimation of comprehensive thermal performance for conjugate natural convection inside a dome-shaped porous chamber holding a solid cylinder","year":2023,"lang":"en","type":"article","venue":"Results in Engineering","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Mechanical Engineering, University of Alberta; Bangladesh University of Engineering and Technology","keywords":"Heat transfer; Nusselt number; Mechanics; Materials science; Natural convection; Thermal conduction; Cylinder; Heat transfer coefficient; Convective heat transfer; Darcy number; Convection; Thermodynamics; Rayleigh number; Physics; Mechanical engineering; Composite material; Engineering; Turbulence; Reynolds number","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003112692,0.0003268166,0.000308636,0.0002971882,0.0002157109,0.000362989,0.0002776336,0.0003264218,0.0002983595],"category_scores_gemma":[0.0008365159,0.0001295095,0.000222972,0.000214053,0.0004177725,0.0003487567,0.0002693654,0.0001772687,0.00007732995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001790773,"about_ca_system_score_gemma":0.0001636562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005689687,"about_ca_topic_score_gemma":0.0005064093,"domain_scores_codex":[0.9997805,0.00002773897,0.00001163345,0.00006008171,0.00008474359,0.00003533902],"domain_scores_gemma":[0.9995587,0.0001824789,0.00008583385,0.00004815036,0.00009193167,0.00003277706],"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":[0.0002649408,0.00005312994,0.005393484,0.00009604353,0.0000109203,0.00009623213,0.0001200272,0.01462174,0.9737765,0.0001686379,0.00003583433,0.005362621],"study_design_scores_gemma":[0.000008932416,0.0004901268,0.01710577,0.000005520643,0.00001626215,0.00007805967,0.0001048256,0.0876867,0.8941406,0.00005927897,0.0002739349,0.00002990263],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935812,0.0001194379,0.005939884,0.000006302874,0.000003205083,0.00000761045,0.00005123978,0.0000365481,0.0002546251],"genre_scores_gemma":[0.9981546,0.00004566677,0.001646537,0.00000143381,9.610112e-7,0.000007202403,0.00004367989,0.000003659801,0.00009620978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005689687,"threshold_uncertainty_score":0.001646161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01594903902527741,"score_gpt":0.242518899939611,"score_spread":0.2265698609143336,"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."}}