{"id":"W3088160366","doi":"10.1016/j.ijepes.2020.106532","title":"Studies on the combination of RSFCLs and DCCBs in MMC-MTDC system protection","year":2020,"lang":"en","type":"article","venue":"International Journal of Electrical Power & Energy Systems","topic":"HVDC Systems and Fault Protection","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"State Grid Corporation of China","keywords":"Engineering; Computer science; Biochemical 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":[],"consensus_categories":[],"category_scores_codex":[0.0004952538,0.0001221645,0.0002994991,0.0002310008,0.00002648206,0.00004112436,0.0001779694,0.00008010341,0.000001680353],"category_scores_gemma":[0.0002690454,0.0000841881,0.00006946932,0.0002771376,0.00002174204,0.0001346096,0.00001574013,0.0002412558,0.000001717986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000264065,"about_ca_system_score_gemma":0.00001933746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006799465,"about_ca_topic_score_gemma":0.00000477684,"domain_scores_codex":[0.9983822,0.0001514104,0.0007636556,0.0001027691,0.0004908701,0.0001090586],"domain_scores_gemma":[0.9990214,0.0001602677,0.0003321039,0.00006129232,0.0003726455,0.0000522915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001627108,0.0005302039,0.002134001,0.0009483378,0.004075572,0.0003378894,0.008310521,0.3375104,0.2014741,0.422794,0.005232669,0.01502521],"study_design_scores_gemma":[0.00536539,0.00455474,0.003336224,0.003932609,0.00009848514,0.001370889,0.005880741,0.8892321,0.06313673,0.0008072304,0.02141833,0.0008665085],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9481784,0.007132985,0.03330401,0.002172533,0.006238259,0.0006355986,0.0000082797,0.0001134115,0.002216496],"genre_scores_gemma":[0.9995176,0.00008022117,0.000007911537,0.00003534472,0.000302941,0.00002374511,4.751264e-7,0.00001517372,0.000016592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5517217,"threshold_uncertainty_score":0.3433091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02215507418577184,"score_gpt":0.2337585016653991,"score_spread":0.2116034274796273,"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."}}