{"id":"W4386609104","doi":"10.1109/tie.2023.3310008","title":"Delta-Type Serial Shunt Soft Normally-Open Points With Wide Power Flow Regulation Range in Distributed Network","year":2023,"lang":"en","type":"article","venue":"IEEE Transactions on Industrial Electronics","topic":"HVDC Systems and Fault Protection","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"National Natural Science Foundation of China","keywords":"Computer science; Topology (electrical circuits); Algorithm; Electrical engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000555957,0.0002752417,0.0003340392,0.0001890825,0.0002069483,0.000126193,0.0002208333,0.000426465,0.0001228876],"category_scores_gemma":[0.00001590028,0.0002724294,0.00006667064,0.001823659,0.00002235506,0.0003827015,0.000002772118,0.0008702182,0.00008393144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005633344,"about_ca_system_score_gemma":0.0001920385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002183694,"about_ca_topic_score_gemma":0.002494775,"domain_scores_codex":[0.9981684,0.0001093151,0.0004542963,0.00030942,0.0002763543,0.000682205],"domain_scores_gemma":[0.9993764,0.00009181775,0.00006722673,0.0002936795,0.00006985595,0.0001009974],"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":[0.001006039,0.00003888389,0.00006810529,0.000009482235,0.00008784219,0.000007072046,0.0000864254,0.988549,0.0004000022,0.00002413722,0.002620059,0.007102937],"study_design_scores_gemma":[0.01740249,0.002870206,0.001989708,0.0006180052,0.0002038783,0.00006439637,0.0001942762,0.8890462,0.01376295,0.0004793488,0.07145416,0.001914385],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3328141,0.00007947776,0.6570686,0.0003902408,0.004818608,0.002925479,0.0001831579,0.001254287,0.0004661134],"genre_scores_gemma":[0.9988852,0.00004875837,0.0001383483,0.00002325671,0.0003438146,0.0001892522,0.0001092318,0.00007866849,0.000183455],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6660711,"threshold_uncertainty_score":0.9999728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01986811244328647,"score_gpt":0.2264160748486432,"score_spread":0.2065479624053567,"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."}}