{"id":"W4377101225","doi":"10.1016/j.scs.2023.104660","title":"Built form and function as determinants of urban energy performance: An integrated agent-based modeling approach and case study","year":2023,"lang":"en","type":"article","venue":"Sustainable Cities and Society","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Context (archaeology); Urban density; Renewable energy; Urban planning; Sustainability; Environmental economics; Photovoltaic system; Efficient energy use; Energy consumption; Compact city; Energy modeling; Zero-energy building; Energy planning; Energy supply; Civil engineering; Urban design; Computer science; Energy (signal processing); Engineering; Geography; Economics","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":[0.0001686919,0.0001137107,0.0001358264,0.00005525936,0.0002540643,0.00004986272,0.00002793416,0.00007931372,0.000001408973],"category_scores_gemma":[0.00000316686,0.0001070042,0.00002207174,0.0001883888,0.00004093257,0.0002478614,0.00003360502,0.00006807009,1.145912e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002781052,"about_ca_system_score_gemma":0.00002489152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009834458,"about_ca_topic_score_gemma":0.00002602564,"domain_scores_codex":[0.9994507,0.00001227819,0.0001317715,0.0001386041,0.0000715816,0.000195051],"domain_scores_gemma":[0.9997671,0.00001119584,0.00002064964,0.00008902058,0.00006496238,0.00004703675],"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":[0.00002316265,0.00003333487,0.005556267,0.0006206452,0.00004521412,0.00002820469,0.008323609,0.9783111,0.000009399725,0.0005918884,0.00006227518,0.006394855],"study_design_scores_gemma":[0.0003428487,0.000158252,0.0001649944,0.0000101442,0.00002481533,0.00002090376,0.1552009,0.8437902,0.00004019488,0.00009746966,0.0000466688,0.0001026618],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987315,0.0001727015,0.01217981,0.000001247202,0.00003158928,0.00009422208,0.000002018707,0.0001235569,0.0000798673],"genre_scores_gemma":[0.9988869,0.0003354202,0.0002470054,0.00001365097,0.00001725318,0.00003365643,0.00002249678,0.0000192391,0.0004243722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1468772,"threshold_uncertainty_score":0.4363506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01308323447636794,"score_gpt":0.2159842224638826,"score_spread":0.2029009879875147,"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."}}