{"id":"W3132283772","doi":"10.3390/su13042232","title":"Energy Performance Assessment Framework for Residential Buildings in Saudi Arabia","year":2021,"lang":"en","type":"article","venue":"Sustainability","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Arid; Greenhouse gas; Electricity; Efficient energy use; Civil engineering; Environmental economics; Environmental resource management; Environmental science; Architectural engineering; Engineering","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":[0.0002372843,0.0001188008,0.0001554368,0.00006205443,0.00007575076,0.00004054714,0.0001044466,0.0001366426,0.00003739793],"category_scores_gemma":[0.000161791,0.000137379,0.00005932362,0.0003292606,0.00002671484,0.0001666437,0.00004299413,0.0001611166,1.248015e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006578845,"about_ca_system_score_gemma":0.0001972254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004178025,"about_ca_topic_score_gemma":0.0000655504,"domain_scores_codex":[0.9990979,0.00003012416,0.0002261129,0.0002349548,0.0001139889,0.0002969198],"domain_scores_gemma":[0.9993275,0.0000915932,0.00002387299,0.0002837035,0.0002316623,0.00004170956],"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":[0.00002085594,0.00005183947,0.01273418,0.000335923,0.00001461804,0.000006466229,0.00008190142,0.8652706,0.00007506256,0.1082624,0.0002635906,0.01288259],"study_design_scores_gemma":[0.000796123,0.00007942462,0.04969361,0.0001152935,0.00002581721,0.000006769461,0.0003128475,0.6244216,0.01355149,0.2946956,0.01570091,0.0006004451],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4783656,0.0001369731,0.5204414,0.0002661889,0.0002812004,0.00009678367,0.000002026861,0.0001271519,0.0002827299],"genre_scores_gemma":[0.9715529,0.00007670781,0.02789443,0.00004642815,0.00008208121,0.000126534,0.00002101322,0.00002192029,0.0001779831],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4931873,"threshold_uncertainty_score":0.5602151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00568841645931814,"score_gpt":0.2492302369724849,"score_spread":0.2435418205131668,"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."}}