{"id":"W1987836448","doi":"10.1615/ichmt.2012.cht-12.890","title":"A NUMERICAL STUDY OF NATURAL CONVECTIVE HEAT TRANSFER FROM AN INCLINED ISOTHERMAL PLATE WITH A \"SINUSOIDALLY WAVY\" SURFACE","year":2012,"lang":"en","type":"article","venue":"","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Mechanics; Prandtl number; Buoyancy; Laminar flow; Natural convection; Heat transfer; Turbulence; Waviness; Physics; Rayleigh number; Materials science","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":[0.00006855538,0.0001498969,0.0002596447,0.00004508702,0.00002978977,0.0000191017,0.00008342029,0.00004671577,0.0002429642],"category_scores_gemma":[0.000002086101,0.0001112645,0.00004466722,0.0001948073,0.00001767538,0.0002754481,0.000007210953,0.0001245565,0.000007979787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002650113,"about_ca_system_score_gemma":0.000009479475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001227187,"about_ca_topic_score_gemma":0.0008384979,"domain_scores_codex":[0.9992626,0.00004369205,0.0002104152,0.0001339379,0.000167065,0.0001823399],"domain_scores_gemma":[0.9996451,0.00003660417,0.000006002173,0.0001678819,0.00004572659,0.00009875092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006693855,0.001583465,0.1011478,0.00002149959,0.001573772,0.00000781714,0.02100714,0.7820065,0.09117848,0.0003847895,0.0000428916,0.0003763894],"study_design_scores_gemma":[0.001098827,0.0002441087,0.046333,0.000003796624,0.00007330398,0.000001128313,0.0008283061,0.9467711,0.004458085,0.000002141322,0.000007004458,0.0001791662],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9413187,0.00004798509,0.05790245,0.00002388487,0.00006142481,0.0001596348,0.00001037399,0.0001084844,0.000367055],"genre_scores_gemma":[0.9989048,0.000001495071,0.0009062708,0.0000502827,0.000031467,0.000004234025,0.00002061343,0.00002918586,0.00005160255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1647646,"threshold_uncertainty_score":0.4537235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006290070386583358,"score_gpt":0.21991901706828,"score_spread":0.2136289466816967,"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."}}