{"id":"W4406632868","doi":"10.1016/j.enbuild.2025.115355","title":"Optimizing energy flexibility through electricity price-responsiveness and thermal load management in buildings with convective and radiant heating systems","year":2025,"lang":"en","type":"article","venue":"Energy and Buildings","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Resources Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Radiant heating; Flexibility (engineering); Electricity; Environmental science; Convection; Radiant heat; Energy (signal processing); Thermal; Meteorology; Engineering; Materials science; Economics; Geography; Physics; Electrical engineering; Thermodynamics","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":[0.0003075466,0.0005064283,0.0003096625,0.000182851,0.0002846094,0.0007462458,0.0004662099,0.000312446,0.0008285539],"category_scores_gemma":[0.0005306246,0.0002240016,0.0002787503,0.000303418,0.0002964705,0.0004455232,0.0003541673,0.0003210782,0.0001594098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001107311,"about_ca_system_score_gemma":0.0009709682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0506455,"about_ca_topic_score_gemma":0.06267881,"domain_scores_codex":[0.9998311,0.0000401481,0.00000467959,0.00003370951,0.00004302615,0.00004733391],"domain_scores_gemma":[0.9998603,0.00005514868,0.00002548786,0.0000190202,0.00002750987,0.00001252874],"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":[0.00004778902,0.00002881466,0.0008613246,0.00001715451,0.000008575661,0.00003261885,0.00001775455,0.9856386,0.003773671,0.001029613,0.0001314495,0.008412677],"study_design_scores_gemma":[0.00000346789,0.00002116829,0.0008722628,0.000001644356,0.000005222877,0.00000536874,0.00001358116,0.9972173,0.001223191,0.0004256954,0.000207015,0.000004077896],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7520316,0.0002717924,0.2332087,0.0001756178,0.00002412623,0.00006597492,0.0001940565,0.0004470607,0.013581],"genre_scores_gemma":[0.9973303,0.00002181276,0.00212721,0.000004446692,0.000001178843,0.00000764933,0.00002308955,0.000008551594,0.0004757912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0506455,"threshold_uncertainty_score":0.1007015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005198619746416915,"score_gpt":0.2013870213402621,"score_spread":0.1961884015938452,"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."}}