{"id":"W4407572722","doi":"10.1002/9781394191529.ch22","title":"Transactive Energy Management and Distribution System Reform Using Market Concepts","year":2025,"lang":"en","type":"other","venue":"","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Independent Electricity System Operator; Ontario Power Generation","funders":"","keywords":"Transactive memory; Business; Distribution (mathematics); Environmental economics; Computer science; Process management; Knowledge management; Economics; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001614463,0.0009538289,0.0005043381,0.0005877354,0.0007975625,0.003852017,0.001521277,0.001859512,0.009250022],"category_scores_gemma":[0.001822652,0.0003796384,0.0009167874,0.0006946702,0.002332901,0.005335054,0.003016882,0.002280482,0.0005312387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002706901,"about_ca_system_score_gemma":0.001847705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002241913,"about_ca_topic_score_gemma":0.00275706,"domain_scores_codex":[0.9989501,0.0004530832,0.00003549996,0.0002145819,0.0002439571,0.0001028348],"domain_scores_gemma":[0.9995366,0.0001881846,0.00007445754,0.00005000941,0.00009008263,0.00006064698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001858782,0.00003616825,0.00009258083,0.00005514121,0.00001694572,0.0001045622,0.0001207102,0.08596738,0.0005760669,0.9007471,0.001202921,0.01106186],"study_design_scores_gemma":[0.00004581711,0.00008286349,0.0001411264,0.00007008804,0.00001774505,0.0001210515,0.0002224037,0.4370808,0.0005651942,0.5364703,0.02515845,0.00002423019],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01454852,0.001292308,0.8764427,0.003505994,0.000170667,0.0001811508,0.00009656243,0.0001471097,0.1036151],"genre_scores_gemma":[0.8727013,0.001808645,0.09069972,0.0005038827,0.0002413846,0.0004726609,0.00005510308,0.00008183115,0.03343559],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.009250022,"threshold_uncertainty_score":0.03094441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004018220875900182,"score_gpt":0.1910095104860797,"score_spread":0.1869912896101796,"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."}}