{"id":"W4396899884","doi":"10.1049/gtd2.13094","title":"Graph‐based solution for smart grid real‐time operation and control","year":2024,"lang":"en","type":"article","venue":"IET Generation Transmission & Distribution","topic":"Optimal Power Flow Distribution","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Real-time computing; Control (management); Smart grid; Grid; Graph; Distributed computing; Embedded system; Artificial intelligence; Theoretical computer science; Engineering; Mathematics; Electrical engineering","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":[0.0003148444,0.0007035516,0.000416352,0.0004903182,0.0003303262,0.0006334329,0.0006257393,0.0006467578,0.005706129],"category_scores_gemma":[0.0006606741,0.0002151015,0.0004008218,0.0005519097,0.0004168496,0.0007804088,0.000442295,0.0006723762,0.0005610794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006530502,"about_ca_system_score_gemma":0.0009729606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005314569,"about_ca_topic_score_gemma":0.005782527,"domain_scores_codex":[0.9998457,0.00004746234,0.000005452158,0.00002995977,0.00005121191,0.00002002034],"domain_scores_gemma":[0.9998187,0.00008673462,0.00002417211,0.00001682723,0.00004436338,0.000009236044],"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":[0.00002235562,0.0000173006,0.00008696366,0.00004704348,0.000009070848,0.00002611028,0.00001631815,0.9523405,0.001197591,0.01611904,0.001711658,0.02840599],"study_design_scores_gemma":[0.00000419564,0.000006739609,0.00002008527,0.000002489091,0.00000132647,0.0000040734,0.000004004634,0.9940652,0.0002311323,0.00458203,0.001076969,0.0000016513],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005400613,0.0001139881,0.988216,0.0001695137,0.00005401741,0.00003623681,0.00005532498,0.0003887021,0.005565485],"genre_scores_gemma":[0.6547964,0.0004200236,0.3351081,0.0001685009,0.00006633657,0.0002188217,0.0002627699,0.0001785427,0.008780604],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005706129,"threshold_uncertainty_score":0.01908892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009177631908605282,"score_gpt":0.2231746410708505,"score_spread":0.2139970091622452,"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."}}