{"id":"W4388127359","doi":"10.1038/s41598-023-43348-8","title":"Solar neighborhoods: the impact of urban layout on a large-scale solar strategies application","year":2023,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; University of Calgary; University of Prince Edward Island","funders":"","keywords":"Zero-energy building; Retrofitting; Computer science; Scale (ratio); Energy consumption; Efficient energy use; Solar energy; Envelope (radar); Energy (signal processing); Building energy simulation; Reduction (mathematics); Simulation; Energy performance; Engineering; Mathematics; Telecommunications","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":[0.0006485924,0.0001045904,0.0001076942,0.0001208678,0.0001890966,0.0001343661,0.0001249581,0.00006037753,0.00002630614],"category_scores_gemma":[0.00001489405,0.00007351719,0.00009594594,0.0007474585,0.0000527102,0.0001631436,0.00002635766,0.00009543137,0.00001126119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003316202,"about_ca_system_score_gemma":0.000054027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002408895,"about_ca_topic_score_gemma":0.00001303055,"domain_scores_codex":[0.9990371,0.0000156813,0.0002514547,0.0002410473,0.0002358263,0.0002188821],"domain_scores_gemma":[0.9991693,0.00001896733,0.00009073715,0.0006294427,0.00005306406,0.00003844586],"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":[0.000002222412,0.00002099227,0.001351439,0.0000122623,0.00002138221,0.000005364855,0.0004902319,0.9805475,0.005247009,0.0004185297,0.01138257,0.0005005024],"study_design_scores_gemma":[0.00009087277,0.00003557185,0.005075183,0.00003101974,0.00001622218,0.00001591621,0.0003881683,0.9723746,0.009589127,0.00718113,0.00501887,0.0001833529],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9617613,0.00009267089,0.0311855,0.00003037806,0.001837941,0.0002514376,0.000009545412,0.0005659437,0.004265312],"genre_scores_gemma":[0.9993356,0.000006489247,0.00008551317,0.000003370182,0.00004915511,0.00003156944,0.0001054544,0.00001966616,0.0003631362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03757437,"threshold_uncertainty_score":0.2997944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007767424942679018,"score_gpt":0.2360062499046517,"score_spread":0.2282388249619727,"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."}}