{"id":"W4416342740","doi":"10.1109/epec65543.2025.11230445","title":"Towards Winter Peaking Grids","year":2025,"lang":"","type":"article","venue":"","topic":"Integrated Energy Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Electricity demand; Electricity; Consumption (sociology); Peak demand; Demand response; Grid; Mains electricity; Function (biology); Power consumption","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002185451,0.0003738458,0.0003495777,0.0004125425,0.0001029929,0.000212372,0.0003003265,0.0003571948,0.001885789],"category_scores_gemma":[0.00007117959,0.000368856,0.0001580505,0.0008283938,0.00003616765,0.0002755198,0.00009174661,0.0003573553,0.0002710024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004514269,"about_ca_system_score_gemma":0.0001201425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005034371,"about_ca_topic_score_gemma":0.0001166684,"domain_scores_codex":[0.9982963,0.00005962458,0.0006367859,0.0003521263,0.0001827616,0.000472364],"domain_scores_gemma":[0.9991727,0.0000312493,0.00004587051,0.0004585029,0.0002231938,0.00006845084],"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":[0.0000167254,0.00003394838,0.0002000065,0.0003751898,0.0004742861,0.00001218775,0.0005898628,0.8266979,0.001294065,0.1260321,0.02094671,0.02332701],"study_design_scores_gemma":[0.0005126324,0.00003238354,0.0003261408,0.001088692,0.0001028856,0.000008010439,0.0005774872,0.8937358,0.01927518,0.0003045706,0.08351576,0.0005204442],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001101548,0.000461034,0.4360757,0.0002684339,0.004619956,0.0001254,0.000002873909,0.0003740049,0.5569711],"genre_scores_gemma":[0.9350516,0.00009613318,0.005709138,0.0002564739,0.0002639054,0.00002317284,0.00001511291,0.00005987914,0.05852454],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9339501,"threshold_uncertainty_score":0.9998763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005732249672323688,"score_gpt":0.2211424436866888,"score_spread":0.2154101940143651,"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."}}