{"id":"W4214555376","doi":"10.3390/en15051738","title":"Framework for Mapping and Optimizing the Solar Rooftop Potential of Buildings in Urban Systems","year":2022,"lang":"en","type":"article","venue":"Energies","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; University of Alberta","funders":"University of Alberta","keywords":"Context (archaeology); Photovoltaic system; Computer science; Solar energy; Architectural engineering; Mathematical optimization; Engineering; Geography; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007627005,0.001154369,0.0009393489,0.0008068191,0.0003925064,0.00127512,0.001314648,0.0008413911,0.002294788],"category_scores_gemma":[0.0009238616,0.000571746,0.001115142,0.0008370489,0.0006076113,0.0006310464,0.001342784,0.0008651653,0.0003602314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009944044,"about_ca_system_score_gemma":0.001343569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01210813,"about_ca_topic_score_gemma":0.01497206,"domain_scores_codex":[0.9997345,0.00007745915,0.000008751148,0.00005280628,0.00008083211,0.00004579304],"domain_scores_gemma":[0.9998609,0.00006147251,0.00001792576,0.00001243219,0.00003424157,0.00001315267],"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":[0.000009183733,0.00001458596,0.0001970183,0.00002961505,0.00001869198,0.00002235487,0.00001319099,0.9798273,0.0006139606,0.007569445,0.0003326453,0.01135198],"study_design_scores_gemma":[0.000002262017,0.000008749992,0.00005563385,0.000003496485,0.000002699675,0.000005444327,0.000006197092,0.9970926,0.0001363393,0.002319303,0.0003650149,0.000002236767],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004374985,0.0001921294,0.993109,0.00005630759,0.00001328264,0.0000275911,0.00005542077,0.0001620494,0.002009329],"genre_scores_gemma":[0.4991692,0.0007241893,0.4955552,0.00009205876,0.00008073866,0.0003169765,0.0003390577,0.0001507569,0.003571821],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01210813,"threshold_uncertainty_score":0.02407527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008397666758937942,"score_gpt":0.1925798127931514,"score_spread":0.1841821460342135,"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."}}