{"id":"W4386251242","doi":"10.22541/au.169331109.90396723/v1","title":"A numerical study of the transient natural convective heat transfer from thin, horizontal, isothermal plates of different shapes in lower Rayleigh number regime","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Nusselt number; Natural convection; Rayleigh number; Mechanics; Heat transfer; Thermal conduction; Isothermal process; Heat transfer coefficient; Thermodynamics; Convection; Materials science; Reynolds number; Physics; Turbulence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000241188,0.0002646102,0.0003374239,0.0002050368,0.0003402428,0.0003346986,0.0003321983,0.0005087105,0.0007347717],"category_scores_gemma":[0.0005876768,0.0001398314,0.0003193214,0.0002630175,0.0006379739,0.0002761853,0.0001957755,0.0003290281,0.00008298113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003385962,"about_ca_system_score_gemma":0.000349885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002268694,"about_ca_topic_score_gemma":0.001403861,"domain_scores_codex":[0.9999316,0.00001063573,0.000003146488,0.00001266512,0.00002597183,0.00001609364],"domain_scores_gemma":[0.9996896,0.0001885609,0.00004542454,0.00002787827,0.0000353472,0.00001324509],"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":[0.000206921,0.0001414824,0.004331859,0.0002827441,0.00002862034,0.0004158951,0.0003111314,0.742291,0.2399231,0.004096703,0.0002744676,0.007696009],"study_design_scores_gemma":[0.00001196394,0.0001547182,0.002049145,0.000006611727,0.000008195003,0.00006720784,0.00004735178,0.9678927,0.02920168,0.0002523816,0.0002974225,0.00001054471],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9780194,0.0001932744,0.01831566,0.00006071732,0.00001972004,0.0000318598,0.0001057395,0.00006013397,0.003193517],"genre_scores_gemma":[0.9890841,0.0001042959,0.009555131,0.000007705884,0.000004123097,0.00002950206,0.00007080558,0.000007941007,0.001136464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002268694,"threshold_uncertainty_score":0.004510939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01357579427876764,"score_gpt":0.2243428151422838,"score_spread":0.2107670208635161,"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."}}