{"id":"W1822828415","doi":"10.24908/pceea.v0i0.3967","title":"INTEGRATED DESIGN AND OPTIMIZATION ISSUES FOR ZERO ENERGY SOLAR HOMES","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Zero-energy building; HVAC; Photovoltaic system; Solar energy; Architectural engineering; Passive solar building design; Energy (signal processing); Computer science; Engineering; Electrical engineering; Mechanical engineering; Air conditioning","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0007098412,0.0006129894,0.0008562951,0.0003676093,0.000315798,0.001587737,0.0008730602,0.0008443958,0.004952803],"category_scores_gemma":[0.001262361,0.0006664905,0.000713814,0.000437477,0.0003515378,0.0008194795,0.0008670791,0.0007198001,0.0006001396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005826839,"about_ca_system_score_gemma":0.0007655108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001754204,"about_ca_topic_score_gemma":0.003006736,"domain_scores_codex":[0.9995065,0.0001149773,0.00001554877,0.00005348135,0.000256829,0.00005273179],"domain_scores_gemma":[0.9997839,0.00009271831,0.00002364798,0.00001967523,0.00006901827,0.00001111213],"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":[0.00008621901,0.00008453686,0.0006287619,0.0001646904,0.00004236898,0.0001030197,0.00008747267,0.9156495,0.008210259,0.0146749,0.001317439,0.05895071],"study_design_scores_gemma":[0.00002962899,0.0001570609,0.0005806762,0.00002758104,0.00004073276,0.00006270957,0.00008089715,0.9804121,0.003638117,0.008057358,0.006896665,0.00001643563],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04798738,0.0009502025,0.9169399,0.0003502993,0.00007303358,0.00007137606,0.00006963745,0.0003518876,0.03320625],"genre_scores_gemma":[0.8023597,0.000898173,0.1818532,0.0001166033,0.0000572115,0.0001943538,0.000120683,0.000185074,0.0142151],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004952803,"threshold_uncertainty_score":0.01656884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008927602702473789,"score_gpt":0.1748455492581204,"score_spread":0.1659179465556466,"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."}}