{"id":"W4415638702","doi":"10.1088/2634-4505/ae186e","title":"Optimization-based scheme for nearly-zero energy multi-storied residential buildings with architectural design elements","year":2025,"lang":"en","type":"article","venue":"Environmental Research Infrastructure and Sustainability","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Energy consumption; Daylight; Daylighting; Building envelope; Envelope (radar); Parametric design; Energy (signal processing); Shading; Consumption (sociology); Scheme (mathematics)","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":[0.0003896876,0.000446632,0.0005984389,0.0003683822,0.0003110153,0.0007399318,0.0005472933,0.0007191141,0.003508195],"category_scores_gemma":[0.0004629146,0.000278102,0.0006308564,0.0002819177,0.0003599653,0.0002612314,0.0005170704,0.0003731966,0.0002743833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005180632,"about_ca_system_score_gemma":0.0005422961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004621823,"about_ca_topic_score_gemma":0.005227324,"domain_scores_codex":[0.9998811,0.00004577561,0.000004159655,0.00001569308,0.0000300742,0.0000231526],"domain_scores_gemma":[0.9998927,0.00004706028,0.0000179189,0.00001128514,0.00002375141,0.000007277519],"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":[0.00002003485,0.00001535668,0.0002146655,0.0000183588,0.000005400602,0.00002891182,0.00001389286,0.9934334,0.001843559,0.00135966,0.00006671147,0.002980022],"study_design_scores_gemma":[0.000003994805,0.00002494438,0.00008798511,0.000002591203,0.000003568205,0.000005946445,0.000008016741,0.9990141,0.0003215852,0.000307003,0.0002183462,0.00000187553],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2799335,0.0001992186,0.6979369,0.0001414857,0.00003835591,0.0001418459,0.0001374708,0.0003864119,0.0210849],"genre_scores_gemma":[0.9471087,0.0000564175,0.05011719,0.00002040726,0.000003666144,0.00009586347,0.00005757079,0.00002625189,0.002514073],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004621823,"threshold_uncertainty_score":0.01173604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009550041921407437,"score_gpt":0.2619783674771897,"score_spread":0.2524283255557822,"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."}}