{"id":"W2803910495","doi":"10.1615/tfec2018.cfd.021540","title":"A NUMERICAL STUDY OF NATURAL CONVECTIVE HEAT TRANSFER FROM TWO-SIDED CIRCULAR AND SQUARE HEATED HORIZONTAL ISOTHERMAL PLATES HAVING A FINITE THICKNESS","year":2018,"lang":"en","type":"article","venue":"Proceeding of 3rd Thermal and Fluids Engineering Conference (TFEC)","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Square (algebra); Isothermal process; Natural convection; Heat transfer; Mechanics; Materials science; Convection; Convective heat transfer; Geometry; Thermodynamics; Physics; Mathematics","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":[0.0001158529,0.0003190342,0.0004772799,0.0001394303,0.00007212271,0.00005027931,0.0001218522,0.0001097221,0.00003555129],"category_scores_gemma":[0.00002957908,0.0003020972,0.00005002032,0.0002171191,0.0000961489,0.0002913996,0.0000231379,0.0002705682,7.331824e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002115434,"about_ca_system_score_gemma":0.00002080377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000292258,"about_ca_topic_score_gemma":0.000007173684,"domain_scores_codex":[0.9988089,0.00001867022,0.0003733235,0.000304464,0.0001943205,0.0003002739],"domain_scores_gemma":[0.9994854,0.0001178158,0.000009497872,0.00009884375,0.0001795861,0.0001087943],"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":[0.0001245221,0.00008146977,0.01917284,0.0003650674,0.0002666978,0.000005004849,0.0223518,0.01999542,0.9362414,0.0001701819,5.044905e-7,0.001225092],"study_design_scores_gemma":[0.002171617,0.0006550767,0.0289236,0.0004431963,0.0001354618,0.00001146508,0.001304384,0.7902167,0.1756617,0.00001759229,0.000001828843,0.0004573375],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9419271,0.000463826,0.05681875,0.00001020212,0.0001516601,0.0003466344,0.00001995984,0.0001752703,0.00008657813],"genre_scores_gemma":[0.9994493,0.00002643201,0.0003238878,0.000004885301,0.0001085711,0.000023736,0.00001137909,0.00005054618,0.000001317757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7702214,"threshold_uncertainty_score":0.9999431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01140357994670101,"score_gpt":0.209007518358823,"score_spread":0.197603938412122,"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."}}