{"id":"W4416682479","doi":"10.18280/mmep.121030","title":"Assessing Rooftop Solar Potential for Photovoltaic Installations in Genoa: A GIS-Based Approach for Urban Energy Planning","year":2025,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Solar Radiation and Photovoltaics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Photovoltaic system; Solar energy; Renewable energy; Rooftop photovoltaic power station; Photovoltaic mounting system; Photovoltaics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003806532,0.0001627981,0.0002302119,0.0002451271,0.0001432839,0.0003271182,0.0001900671,0.0001117488,4.262893e-7],"category_scores_gemma":[0.00005279401,0.0001651846,0.00007352465,0.0002790749,0.00001321695,0.0002351537,0.00003676944,0.0001189572,1.402837e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003914468,"about_ca_system_score_gemma":0.00005826733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009642684,"about_ca_topic_score_gemma":4.877162e-7,"domain_scores_codex":[0.998928,0.00001263082,0.0003355894,0.0003148981,0.0001080854,0.0003007985],"domain_scores_gemma":[0.9993854,0.0002549283,0.00004821739,0.0001929165,0.00005086165,0.00006765845],"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":[0.000003629716,0.00005383095,0.00001798451,0.0005589362,0.00001354057,3.834064e-7,0.0003197922,0.9465972,0.001334869,0.05070459,0.0000137993,0.0003814069],"study_design_scores_gemma":[0.0005455407,0.00002212483,0.000007757163,0.0001948508,0.00001304349,0.000001760355,0.00001498639,0.9757404,0.0006400343,0.02222269,0.0004241523,0.0001726292],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002733918,0.0002642373,0.9961777,0.00004956271,0.00007848523,0.0003902161,0.000003098119,0.0001568718,0.0001458879],"genre_scores_gemma":[0.5223997,0.00000280695,0.47726,0.00004539501,0.0000194262,0.0002067695,0.00001195114,0.00001331802,0.00004066338],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5196658,"threshold_uncertainty_score":0.6736032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03015211649657501,"score_gpt":0.2507314583865122,"score_spread":0.2205793418899372,"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."}}