{"id":"W2334239147","doi":"10.7492/ijaec.2012.010","title":"Performance Evaluation and Energy Saving Potential of Windcatcher Natural Ventilation Systems in China","year":2012,"lang":"en","type":"article","venue":"International Journal of Architecture Engineering and Construction","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Natural (archaeology); China; Natural ventilation; Energy (signal processing); Ventilation (architecture); Natural gas; Environmental science; Computer science; Engineering; History; Waste management; Mathematics; Mechanical engineering; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001844808,0.00006733389,0.00008911347,0.0002461837,0.00001140718,0.00001512246,0.00004079175,0.00004247545,0.000002074461],"category_scores_gemma":[0.00001300025,0.00006474581,0.00001970705,0.00006336649,0.00001435569,0.0002262257,0.000009132088,0.0001191734,1.484732e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004180864,"about_ca_system_score_gemma":0.000007747884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009328298,"about_ca_topic_score_gemma":9.218735e-7,"domain_scores_codex":[0.9994802,0.00001271804,0.0002139711,0.00003932801,0.0001837456,0.00007005931],"domain_scores_gemma":[0.99979,0.00001176109,0.00007992194,0.00002677458,0.00006681591,0.00002479729],"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":[0.00001995443,0.000004717478,0.00422625,0.00001771463,0.00003831069,3.872476e-7,0.0001568761,0.8992245,0.00733237,0.0002534239,9.432568e-7,0.08872455],"study_design_scores_gemma":[0.0003621263,0.00001751275,0.1007262,0.0001705968,0.00002183157,0.0004957155,0.00003571997,0.8963228,0.001640874,0.00003139194,0.00009665938,0.00007856246],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9664397,0.00160361,0.03001924,0.00001167186,0.001868224,0.00001728685,6.926052e-7,0.00001167016,0.0000279201],"genre_scores_gemma":[0.9970926,0.0001805775,0.002465283,0.000001236073,0.0002450474,0.000001533446,0.000003846842,0.000007656839,0.000002209116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09649996,"threshold_uncertainty_score":0.2640257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002389205392461176,"score_gpt":0.1810877773815085,"score_spread":0.1786985719890473,"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."}}