{"id":"W4385197814","doi":"10.32920/23736741","title":"Convective heat transfer in domed skylight cavities","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Toronto Metropolitan University; Atomic Energy (Canada)","funders":"","keywords":"Heat transfer; Nusselt number; Laminar flow; Solar gain; Mechanics; Natural convection; Convective heat transfer; Materials science; Thermal; Skylight; Flow (mathematics); Computational fluid dynamics; Optics; Meteorology; Turbulence; Mechanical engineering; Physics; Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002521069,0.0002673913,0.0003856786,0.0002261813,0.0003365817,0.0008513185,0.0002950792,0.0004717734,0.0007578137],"category_scores_gemma":[0.0008276374,0.0001770498,0.0003196921,0.0001555893,0.000928254,0.0004175002,0.0007297283,0.0002500146,0.0001446326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003481774,"about_ca_system_score_gemma":0.0004707506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001980505,"about_ca_topic_score_gemma":0.0008490077,"domain_scores_codex":[0.9998623,0.00002749964,0.000004855795,0.00003701837,0.00003133014,0.00003687331],"domain_scores_gemma":[0.9998204,0.00008904806,0.00002559018,0.00001926211,0.00002939317,0.0000162472],"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":[0.0002921612,0.0001246753,0.005938787,0.0001513016,0.00002494945,0.0004863384,0.0003476504,0.7939727,0.1764884,0.008107688,0.0005174671,0.01354793],"study_design_scores_gemma":[0.00005354713,0.0001316319,0.003117801,0.00001353525,0.000007337541,0.00009391292,0.00008368974,0.9729462,0.02115559,0.001567046,0.0008122891,0.00001740723],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9602807,0.0003126168,0.03283875,0.00007186848,0.0000299501,0.00003614139,0.00008657411,0.00009555047,0.006247804],"genre_scores_gemma":[0.9963254,0.00006147157,0.002395673,0.000007948251,0.000003357506,0.00001700225,0.00002184091,0.000009143583,0.001158114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001980505,"threshold_uncertainty_score":0.0039379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01574873647835207,"score_gpt":0.2081549778548765,"score_spread":0.1924062413765245,"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."}}