{"id":"W2618701320","doi":"10.6028/nist.ir.7238","title":"Investigation of the impact of commercial building envelope airtightness on HVAC energy use","year":2005,"lang":"en","type":"report","venue":"","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thinkpath Engineering Services (Canada)","funders":"U.S. Department of Energy","keywords":"HVAC; Building envelope; Envelope (radar); Architectural engineering; Environmental science; Engineering; Mechanical engineering; Meteorology; Aerospace engineering; Geography; Air conditioning","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":[0.0002341622,0.0002343966,0.0003825751,0.00004694477,0.0001082849,0.00001090856,0.0003067808,0.0001503698,0.0008030023],"category_scores_gemma":[0.0001054423,0.0001287285,0.0002692383,0.0002352471,0.0003584299,0.0001174062,0.0003291033,0.0001516461,0.000006873264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003806228,"about_ca_system_score_gemma":0.0001363316,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01560853,"about_ca_topic_score_gemma":0.0006722531,"domain_scores_codex":[0.9983561,0.0000657175,0.0004185062,0.0002448434,0.0007263581,0.0001884977],"domain_scores_gemma":[0.9990705,0.00009193349,0.0004088498,0.000342517,0.00003351604,0.00005271661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002912724,0.0001249468,0.818353,0.00005439185,0.0002215396,0.00000223535,0.0004733329,0.005733238,0.01692614,0.000394298,0.125716,0.03197176],"study_design_scores_gemma":[0.0001058931,0.00006859557,0.9553898,0.000157387,0.00003181039,0.000002877515,0.000009888458,0.00003578746,0.02822297,0.00009230969,0.01569753,0.0001851744],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9216633,0.00004797255,0.00003105021,0.0001930316,0.0002995517,0.0001303783,0.0000418384,0.00001618467,0.0775767],"genre_scores_gemma":[0.9914899,0.0002364451,0.0002351825,0.00006892619,0.0001937107,0.000005971912,0.0000096594,0.00001854294,0.007741627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1370368,"threshold_uncertainty_score":0.9909466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04800214804605799,"score_gpt":0.2829386641333732,"score_spread":0.2349365160873152,"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."}}