{"id":"W7102518183","doi":"10.1155/etep/6096036","title":"Integrating Solar Energy in Urban Development: Strategies for Sustainable and Smart Cities","year":2025,"lang":"en","type":"article","venue":"International Transactions on Electrical Energy Systems","topic":"Solar Radiation and Photovoltaics","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Photovoltaic system; Geospatial analysis; Smart city; Software deployment; Solar energy; Nexus (standard); Urbanization; Pace","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":[0.0002005183,0.0001393895,0.0001572565,0.0006139043,0.0001959717,0.0004394164,0.0003479965,0.00009447313,0.000003623292],"category_scores_gemma":[0.00003332855,0.0001382069,0.00004885594,0.0005536501,0.00002128517,0.0004729578,0.000008114824,0.0001274333,5.683069e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002786414,"about_ca_system_score_gemma":0.0003582262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001294564,"about_ca_topic_score_gemma":0.0003298806,"domain_scores_codex":[0.9988383,0.00006515619,0.0003430065,0.0002988737,0.0002010378,0.0002536278],"domain_scores_gemma":[0.9992428,0.0003228945,0.00006120252,0.0001262661,0.0001971322,0.00004971932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003306008,0.0000849584,0.0001100197,0.00002000841,0.00006826744,0.000005158267,0.0003342615,0.006095979,0.00003897952,0.9770674,0.0003170944,0.01582477],"study_design_scores_gemma":[0.0005780649,0.00007202617,0.0001455185,0.00006027181,0.000004434204,0.000009321101,0.0005310816,0.8534085,0.001728921,0.01298573,0.1302838,0.0001923227],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.000295018,0.0003026979,0.9925578,0.0002510927,0.000446816,0.00009460636,0.000002434703,0.00008229652,0.005967231],"genre_scores_gemma":[0.9874704,0.00004093642,0.001980037,0.0003504345,0.00003528594,0.0002776379,0.000008799493,0.000008131504,0.009828283],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9905778,"threshold_uncertainty_score":0.5635913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009152122560815542,"score_gpt":0.2330965777649638,"score_spread":0.2239444552041483,"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."}}