{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002691756,0.001308009,0.0006494431,0.0014252,0.0005340714,0.001873412,0.001095217,0.0007911472,0.002469588],"category_scores_gemma":[0.001699022,0.0003089702,0.001301515,0.0008385402,0.0004518304,0.0009211927,0.001330236,0.0006342382,0.0003452797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002521887,"about_ca_system_score_gemma":0.002342309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02380838,"about_ca_topic_score_gemma":0.01728302,"domain_scores_codex":[0.998553,0.0007519218,0.00008103217,0.0001349355,0.0003276762,0.0001513809],"domain_scores_gemma":[0.9993529,0.0002187993,0.00007442894,0.00002575227,0.0002958712,0.00003221244],"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":[0.00002203576,0.00004843951,0.0007985514,0.00008058194,0.00003371704,0.00007924258,0.00007867999,0.9620019,0.0005812534,0.02449141,0.0006525393,0.01113173],"study_design_scores_gemma":[0.000008097132,0.00004110691,0.0004633798,0.00003030655,0.00001657357,0.00002125026,0.0001128863,0.9881248,0.0002229716,0.008776652,0.00217158,0.00001030723],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06725603,0.001875469,0.8920155,0.0007259018,0.00006530382,0.0005342535,0.0007923911,0.0003143036,0.03642096],"genre_scores_gemma":[0.8557387,0.001191109,0.1369229,0.00007963864,0.00003272955,0.0006347821,0.0007551704,0.00004005476,0.004604971],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02380838,"threshold_uncertainty_score":0.04733962,"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."}}