{"id":"W2290336320","doi":"10.1615/ichmt.2015.intsympadvcomputheattransf.860","title":"LAMINAR, TRANSITIONAL, AND TURBULENT NATURAL CONVECTIVE HEAT TRANSFER FROM A HORIZONTAL RECTANGULAR ISOTHERMAL ELEMENT IMBEDDED IN A FLAT ADIABATIC SURROUNDING SURFACE","year":2015,"lang":"en","type":"article","venue":"Proceeding of Proceedings of CHT-15. 6th International Symposium on ADVANCES IN COMPUTATIONAL HEAT TRANSFER , May 25-29, 2015, Rutgers University, New Brunswick, NJ, USA","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Nusselt number; Prandtl number; Laminar flow; Mechanics; Natural convection; Adiabatic process; Rayleigh number; Buoyancy; Heat transfer; Turbulence; Materials science; Thermodynamics; Physics; Reynolds number","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004126985,0.0006232313,0.0008143566,0.0007930126,0.00009605343,0.00008043109,0.0005192407,0.0002334947,0.00008429401],"category_scores_gemma":[0.00001629619,0.0007244498,0.0002164414,0.0006871444,0.000257805,0.001802027,0.00003469746,0.0006122279,0.000005728561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000873968,"about_ca_system_score_gemma":0.0003273712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005813571,"about_ca_topic_score_gemma":0.0002150939,"domain_scores_codex":[0.9964896,0.00002920252,0.0008969487,0.0007796818,0.001221944,0.0005826526],"domain_scores_gemma":[0.9986771,0.0002537804,0.00002983321,0.00008014705,0.0006352032,0.0003239515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.008016233,0.001519077,0.0836205,0.001912954,0.001314033,0.000124724,0.03539482,0.2591841,0.568315,0.03877068,0.0008141935,0.001013756],"study_design_scores_gemma":[0.04953397,0.003575636,0.01637711,0.00730239,0.0006910161,0.0002467488,0.00850134,0.319127,0.579794,0.007857983,0.002195403,0.004797359],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839637,0.001289548,0.007161718,0.001352496,0.0006932517,0.0008764194,0.0001256001,0.0001064003,0.004430847],"genre_scores_gemma":[0.9963501,0.000740912,0.002392427,0.00006355465,0.000189269,0.000007735355,0.0001077848,0.00007387911,0.00007430089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0672434,"threshold_uncertainty_score":0.9995207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00997111831267984,"score_gpt":0.2322115284579311,"score_spread":0.2222404101452513,"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."}}