{"id":"W2013697650","doi":"10.1016/j.renene.2007.03.001","title":"Numerical study of solar-wind tower systems for ventilation of dwellings","year":2007,"lang":"en","type":"article","venue":"Renewable Energy","topic":"Solar Energy Systems and Technologies","field":"Engineering","cited_by":61,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Streamlines, streaklines, and pathlines; Nusselt number; Dimensionless quantity; Mechanics; Rayleigh number; Tower; Richardson number; Ventilation (architecture); Reynolds number; Mathematics; Physics; Meteorology; Geometry; Convection; Engineering; Natural convection; Structural engineering; Buoyancy; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000235841,0.0001120039,0.0002841876,0.0001471468,0.00002547264,0.000008522321,0.0001290867,0.0001272971,0.000004396555],"category_scores_gemma":[0.00002319357,0.0001069175,0.00006179604,0.000233457,0.00001335719,0.00005889953,0.00001544588,0.00003460354,2.509783e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003270639,"about_ca_system_score_gemma":0.000007969693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005108218,"about_ca_topic_score_gemma":0.0001359956,"domain_scores_codex":[0.9990939,0.000008698997,0.0004171079,0.000129811,0.0001553028,0.000195186],"domain_scores_gemma":[0.9994762,0.00007398709,0.0001038983,0.0002429673,0.00007494179,0.0000279945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002034355,0.00008764116,0.001073744,0.00008628254,0.00008451827,0.000001497729,0.0001027102,0.984808,0.01211483,0.000416934,0.0002313102,0.0009722087],"study_design_scores_gemma":[0.001544558,0.0008668078,0.001336527,0.000192078,0.00008279274,0.00000821811,0.002706457,0.2480156,0.695355,0.0003648168,0.04906063,0.0004665264],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.568718,0.001829107,0.4265389,0.000001374684,0.0007396246,0.0001776662,0.000003859162,0.0002302255,0.001761221],"genre_scores_gemma":[0.999139,0.00003406511,0.0003294783,9.039508e-7,0.00007355076,0.00001600063,0.000005793887,0.00002731379,0.0003739245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7367924,"threshold_uncertainty_score":0.7722132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01233835592466357,"score_gpt":0.2194228188936141,"score_spread":0.2070844629689505,"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."}}