{"id":"W2587303072","doi":"10.1115/imece2016-65540","title":"A Numerical Study of the Simultaneous Natural Convective Heat Transfer From the Upper and Lower Surfaces of a Thin Isothermal Horizontal Circular Plate","year":2016,"lang":"en","type":"article","venue":"","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Nusselt number; Prandtl number; Heat transfer; Film temperature; Mechanics; Natural convection; Materials science; Laminar flow; Thermodynamics; Rayleigh number; Heat transfer coefficient; Turbulence; Reynolds number; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.00007085229,0.0001738952,0.000272231,0.00001671488,0.00004872556,0.000009809749,0.0001792424,0.00007410826,0.0001692895],"category_scores_gemma":[0.00001004233,0.00007292163,0.00009881663,0.00008841464,0.0001063048,0.00007673119,0.00001778763,0.0001491718,0.000003532823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001901913,"about_ca_system_score_gemma":0.00001249888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006696802,"about_ca_topic_score_gemma":0.0002279879,"domain_scores_codex":[0.9991298,0.00006614106,0.0002353576,0.0001710843,0.0002162206,0.0001813475],"domain_scores_gemma":[0.9992625,0.0004358834,0.000003511839,0.0002238899,0.00003813162,0.00003610339],"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":[0.0004156482,0.0003395675,0.02899463,0.00003470476,0.0007750651,0.00001943173,0.0137009,0.004342797,0.9498888,0.0001813806,0.00006617877,0.001240925],"study_design_scores_gemma":[0.01405754,0.002221923,0.2237316,0.0003526178,0.000587529,0.00004784033,0.005394655,0.09743036,0.6541955,0.0002336267,0.0004701437,0.00127674],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961224,0.0006782115,0.002076393,0.0001339431,0.0002615178,0.0004480598,0.00004387195,0.00004772233,0.0001879011],"genre_scores_gemma":[0.9998251,0.00002690268,0.00001246934,0.00003596285,0.00003003947,0.000007283622,4.227367e-7,0.00002602036,0.00003580171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2956933,"threshold_uncertainty_score":0.2973658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00507521656478707,"score_gpt":0.1857212327913545,"score_spread":0.1806460162265674,"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."}}