{"id":"W2945129006","doi":"10.1615/ihtc12.1800","title":"The Development of Three-Dimensional, Unsteady Natural Convection in a Horizontal Enclosure with a Partially Heated Lower Surface and Cooled Vertical Side Walls","year":2002,"lang":"en","type":"article","venue":"Proceeding of International Heat Transfer Conference 12","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Enclosure; Natural convection; Mechanics; Geology; Surface (topology); Development (topology); Convection; Geometry; Engineering; Physics; Electrical engineering; Mathematics","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":[0.0001512363,0.0001473634,0.0002002822,0.00004484295,0.00008490721,0.00002980995,0.0001518742,0.00005985467,0.00006942755],"category_scores_gemma":[0.00001378562,0.0001025857,0.00003279445,0.0001178246,0.0001324595,0.0001235805,0.00001759488,0.0001403024,0.000002992639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004412824,"about_ca_system_score_gemma":0.00007516315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009762518,"about_ca_topic_score_gemma":0.008272629,"domain_scores_codex":[0.9987933,0.00001607973,0.0004546664,0.0002162632,0.0003429303,0.000176784],"domain_scores_gemma":[0.9994425,0.00008512157,0.00001930751,0.00006763449,0.0003339559,0.00005144718],"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":[0.001856257,0.001040417,0.1142594,0.0001887102,0.0007507775,0.000008612471,0.005603121,0.01480599,0.6783291,0.1754711,0.00003039147,0.007656127],"study_design_scores_gemma":[0.007027524,0.0008436532,0.1488594,0.001756942,0.0001037196,0.00009260091,0.001442128,0.4188819,0.417227,0.0008967052,0.001890403,0.0009781036],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99687,0.0001203562,0.0006846798,0.0005461015,0.0001001882,0.0001970328,0.000004137496,0.000020013,0.001457528],"genre_scores_gemma":[0.9995364,0.00001385071,0.0002688512,0.00001269494,0.000021561,0.00004317101,0.000007803041,0.00001219672,0.00008347625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4040759,"threshold_uncertainty_score":0.4616321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02478258603578946,"score_gpt":0.2283615879430435,"score_spread":0.203579001907254,"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."}}