{"id":"W4410558613","doi":"10.5194/icuc12-186","title":"Urban-scale modeling of building energy self-sufficiency using rooftop photovoltaics ","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Photovoltaics; Scale (ratio); Environmental science; Architectural engineering; Scale model; Photovoltaic system; Engineering physics; Geography; Engineering; Aerospace engineering; Cartography; Electrical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0001584317,0.0003487725,0.000326579,0.0002042179,0.0002991129,0.0007646894,0.0006044982,0.0007262989,0.001734027],"category_scores_gemma":[0.0003980886,0.0002482971,0.0005342789,0.0004076498,0.000448369,0.0004373027,0.0006103706,0.0003734193,0.0001979795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008452503,"about_ca_system_score_gemma":0.0006819427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03759639,"about_ca_topic_score_gemma":0.03097504,"domain_scores_codex":[0.9999177,0.0000223856,0.00000245616,0.00001607742,0.000018363,0.00002290077],"domain_scores_gemma":[0.9998932,0.0000442563,0.00001481112,0.00001454466,0.0000221955,0.00001104027],"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":[0.00000521693,0.000009113396,0.0005092279,0.000007178349,0.000005465919,0.00001912024,0.000008793689,0.9965683,0.0005369067,0.001459265,0.0001173531,0.000753948],"study_design_scores_gemma":[0.000002342774,0.000003244146,0.0002845086,0.000001533556,0.000001858823,0.000002900464,0.000007794884,0.9987908,0.000144309,0.0004160219,0.0003430317,0.000001697848],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7209548,0.0005542095,0.2285938,0.0004825694,0.00006059281,0.00007327215,0.001464421,0.0006440909,0.04717232],"genre_scores_gemma":[0.984607,0.0002412587,0.01033275,0.00004213021,0.00001147961,0.00004218924,0.0002995166,0.00008236746,0.004341171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03759639,"threshold_uncertainty_score":0.07475513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01190391832456614,"score_gpt":0.2201757292537985,"score_spread":0.2082718109292324,"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."}}