{"id":"W1969244925","doi":"10.1109/tdc.2014.6863287","title":"Using distributed intelligence and wireless communication to control and coordinate multiple capacitor banks","year":2014,"lang":"en","type":"article","venue":"","topic":"Optimal Power Flow Distribution","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Wireless; Capacitor; WiMAX; Real-time computing; Computer network; Engineering; Voltage; Electrical engineering; Telecommunications","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":[0.0001498509,0.0001100067,0.000135525,0.00003270751,0.00007603006,0.00005857901,0.00008059807,0.00005912196,0.00000601326],"category_scores_gemma":[0.00007576297,0.0001126051,0.00001202728,0.00009403678,0.00004956491,0.0001306286,0.0000396957,0.00009353551,0.000007199886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005267631,"about_ca_system_score_gemma":0.000002588282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001092115,"about_ca_topic_score_gemma":0.00004794839,"domain_scores_codex":[0.9994785,0.00003191042,0.0001482409,0.0001217942,0.00005874876,0.0001607978],"domain_scores_gemma":[0.9995206,0.0001152004,0.00001670985,0.0001926029,0.00005279195,0.0001021162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002381492,0.0001596479,0.0406935,0.0005006598,0.0002554637,0.000003969478,0.001501973,0.2273049,0.4805803,0.02457617,0.00298032,0.2212049],"study_design_scores_gemma":[0.0002521313,0.00002871822,0.006255192,0.00002688098,0.00001255002,0.000003942885,0.00005742646,0.986056,0.006403663,0.00008002984,0.0006693022,0.0001541078],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4750609,0.00004457664,0.5244482,0.00005851881,0.00004375872,0.0001103508,0.0000521335,0.00009101594,0.00009048503],"genre_scores_gemma":[0.9969153,0.00001573452,0.002951589,0.00003370643,0.00001800632,0.000008664142,0.00003927352,0.0000132101,0.000004539484],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7587511,"threshold_uncertainty_score":0.4591903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01484579644369948,"score_gpt":0.2270014064403301,"score_spread":0.2121556099966306,"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."}}