{"id":"W3042198679","doi":"10.1007/s12273-021-0763-1","title":"Optimization of passive solar design and integration of building integrated photovoltaic/thermal (BIPV/T) system in northern housing","year":2021,"lang":"en","type":"article","venue":"Building Simulation","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Photovoltaic system; HVAC; Building-integrated photovoltaics; Automotive engineering; Passive solar building design; Solar energy; Environmental science; Fossil fuel; Life-cycle cost analysis; Zero-energy building; Engineering; Process engineering; Architectural engineering; Air conditioning; Mechanical engineering; Electrical engineering; Reliability engineering; Waste management","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002389018,0.0001699404,0.0002699356,0.0002588538,0.00005313842,0.00003075829,0.00006419553,0.0001357248,0.00000454996],"category_scores_gemma":[0.00009651836,0.0001857352,0.00003806652,0.000594278,0.00002618049,0.0003175995,0.0000226568,0.000127389,6.904925e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001682139,"about_ca_system_score_gemma":0.00004485723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007472852,"about_ca_topic_score_gemma":0.00005447451,"domain_scores_codex":[0.9988807,0.00009900786,0.0005012899,0.0002011221,0.0001627923,0.0001550386],"domain_scores_gemma":[0.9992306,0.0001666818,0.0001715723,0.0001523205,0.0002481802,0.00003062602],"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":[0.00003617855,0.00002101447,0.001504231,0.0001087158,0.00002242367,0.000002468287,0.000182109,0.839187,0.1543889,0.0004063777,5.350667e-7,0.00414006],"study_design_scores_gemma":[0.0003924869,0.00002974799,0.000388092,0.0004468802,0.00002406213,0.00000223456,0.000118259,0.8150052,0.18341,0.00005003774,0.000002641093,0.00013036],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4690776,0.0001027544,0.5305388,0.000001461656,0.00007928914,0.0001082753,0.00000171416,0.00007550712,0.00001462096],"genre_scores_gemma":[0.8527405,0.00002300265,0.1471305,0.000002837468,0.00002180685,0.00001014171,0.00003337665,0.00003589618,0.000001966065],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3836628,"threshold_uncertainty_score":0.7574062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01216105007900991,"score_gpt":0.2179329255433083,"score_spread":0.2057718754642984,"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."}}