{"id":"W2018300177","doi":"10.1016/j.enbuild.2014.08.048","title":"Evaluating a proposed retrofit measure for a multi-unit residential building which uses an air-source heat pump operating in an enclosed balcony space","year":2014,"lang":"en","type":"article","venue":"Energy and Buildings","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Suite; Energy consumption; Heat pump; Metre; Engineering; Energy (signal processing); Automotive engineering; Civil engineering; Zero-energy building; Efficient energy use; Environmental science; Mechanical engineering; Electrical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001900512,0.001060116,0.0008681277,0.001531105,0.0003361797,0.001231074,0.001033849,0.001012676,0.001047606],"category_scores_gemma":[0.003256764,0.0001411028,0.0007102502,0.001171544,0.0003732394,0.0009456127,0.0005079057,0.0003460457,0.0001380656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001054375,"about_ca_system_score_gemma":0.0006697688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003437566,"about_ca_topic_score_gemma":0.004067549,"domain_scores_codex":[0.9990286,0.0002635653,0.0000671619,0.0001425474,0.000396898,0.0001012487],"domain_scores_gemma":[0.9981577,0.0007786064,0.0002345434,0.0001055181,0.0006167233,0.000106986],"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":[0.001738158,0.001014091,0.02635562,0.0003220796,0.0003268054,0.000129635,0.00006529879,0.7960666,0.0240523,0.001985673,0.0006674584,0.1472763],"study_design_scores_gemma":[0.00002367107,0.001349484,0.01127787,0.000007924384,0.00007026822,0.00003770715,0.00006671197,0.9803418,0.006367748,0.0002280073,0.0002097973,0.00001908041],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9143609,0.0004361202,0.08237018,0.00008382215,0.00006106869,0.0000957637,0.0002548213,0.0003496122,0.001987843],"genre_scores_gemma":[0.9831643,0.00004672561,0.01617513,0.00001087667,0.00001097482,0.00002960971,0.0001980959,0.00001238294,0.0003518107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003437566,"threshold_uncertainty_score":0.01005095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03477094961482328,"score_gpt":0.2893993166727598,"score_spread":0.2546283670579365,"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."}}