{"id":"W2074533622","doi":"10.1115/1.4028369","title":"Natural Convection From Interrupted Vertical Walls","year":2014,"lang":"en","type":"article","venue":"Journal of Heat Transfer","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Natural convection; Nusselt number; Multiphysics; Mechanics; Heat transfer; Fin; Materials science; Convection; Forced convection; Engineering; Structural engineering; Finite element method; Composite material; Physics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001273909,0.0001124241,0.0002147056,0.00008665741,0.00002494619,0.00002757065,0.00008630164,0.00008699708,0.0001347132],"category_scores_gemma":[0.00001286793,0.0000928182,0.0001214183,0.00008388983,0.00001892121,0.0002254742,0.000001427024,0.0003285804,0.00001635432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005172532,"about_ca_system_score_gemma":0.00001138473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001078577,"about_ca_topic_score_gemma":0.00001004166,"domain_scores_codex":[0.9991999,0.00004311259,0.0003624106,0.00006726579,0.0001757396,0.0001515899],"domain_scores_gemma":[0.9996831,0.00006721254,0.00000114144,0.00007225986,0.00007274395,0.0001035711],"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":[0.0009875211,0.0002316472,0.001764038,0.000175263,0.0007124962,0.00005273766,0.003687727,0.1666504,0.7869158,0.0007935064,0.003222073,0.03480675],"study_design_scores_gemma":[0.006174668,0.000688155,0.03343958,0.0004202643,0.0003443104,0.0001867594,0.0001093695,0.5804634,0.3646658,0.0004055428,0.01244743,0.0006546517],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5809357,0.0002174254,0.4169734,0.0002316179,0.001013265,0.00003676828,0.000002146981,0.0000461599,0.0005435543],"genre_scores_gemma":[0.9989842,0.0001245798,0.000386295,0.0001753447,0.000298003,7.913276e-7,0.000004261379,0.00002259248,0.000003961221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.42225,"threshold_uncertainty_score":0.3785016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007365919078890624,"score_gpt":0.2059227859623907,"score_spread":0.1985568668835001,"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."}}