{"id":"W4391424978","doi":"10.1007/978-3-031-35471-7_40","title":"Energy Performance Evaluation and Building Energy Code Implementation of Multi-unit Residential Buildings: A Review","year":2024,"lang":"en","type":"review","venue":"Lecture notes in civil engineering","topic":"Energy Efficiency and Management","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Architectural engineering; Unit (ring theory); Code (set theory); Energy (signal processing); Computer science; Engineering; Programming language; 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":[0.004305778,0.0011601,0.002988196,0.003633075,0.0002133472,0.001599283,0.002082402,0.001310394,0.002031346],"category_scores_gemma":[0.00599461,0.0005963581,0.001580097,0.005865525,0.0006678868,0.001689685,0.000833432,0.0008985774,0.0005111775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001371758,"about_ca_system_score_gemma":0.004034058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004795918,"about_ca_topic_score_gemma":0.009066284,"domain_scores_codex":[0.9982957,0.0003087658,0.0003346259,0.0002762519,0.0006983987,0.00008613892],"domain_scores_gemma":[0.9946779,0.0027559,0.001054549,0.0001088253,0.001304068,0.0000986713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001809151,0.0001476097,0.0008025487,0.1031647,0.0005572513,0.00005446394,0.00007312971,0.00106729,0.0009274644,0.001973963,0.009915669,0.881135],"study_design_scores_gemma":[0.0001341222,0.001354512,0.01282948,0.10997,0.004983365,0.0007900809,0.0004908955,0.0008115051,0.003708481,0.002132641,0.8626232,0.0001718132],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002968894,0.9991302,0.00009843465,0.0001205088,0.00005771419,0.000006568831,0.00003555061,0.000003268135,0.000250916],"genre_scores_gemma":[0.002358196,0.997081,0.0002599499,0.0001165591,0.00004697997,0.000007490675,0.00004528044,0.000002540219,0.00008198721],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004795918,"threshold_uncertainty_score":0.02277142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02964188576280546,"score_gpt":0.3373387779621574,"score_spread":0.3076968921993519,"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."}}