{"id":"W4400726084","doi":"10.1016/j.epsr.2024.110674","title":"Initializing EMT models of grid forming VSCs in MTDC systems","year":2024,"lang":"en","type":"article","venue":"Electric Power Systems Research","topic":"HVDC Systems and Fault Protection","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Initialization; Grid; Grid system; Computer science; Geology","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":[0.003839237,0.0002237418,0.0004765893,0.001828367,0.00009636898,0.0002907985,0.0003045242,0.0002732158,0.000007630582],"category_scores_gemma":[0.00008580828,0.0002112541,0.00008926677,0.002952251,0.00002594579,0.000519873,0.00005184868,0.0009189347,0.00007722597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006771721,"about_ca_system_score_gemma":0.0001559648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00304169,"about_ca_topic_score_gemma":0.00003580252,"domain_scores_codex":[0.9964644,0.0003702712,0.0008686077,0.0003781985,0.001002663,0.0009158077],"domain_scores_gemma":[0.9989541,0.0002857847,0.00004170544,0.0003830369,0.0002125453,0.0001228651],"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":[0.0001543553,0.0002353546,0.0003983622,0.03416299,0.0008908627,0.001167271,0.01642075,0.5028618,0.3234389,0.07157388,0.03066033,0.01803514],"study_design_scores_gemma":[0.0002451136,0.0001654247,0.00002368644,0.002047379,0.00000552751,0.0001567041,0.0008971119,0.9730598,0.002576967,0.0001692067,0.0203756,0.0002774648],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.479714,0.2415415,0.1526688,0.00004170709,0.01603459,0.006177998,0.0000722254,0.001824712,0.1019245],"genre_scores_gemma":[0.9982183,0.0003360186,0.00001264366,7.578442e-7,0.0003690128,0.0004177617,0.000004781887,0.00009040476,0.0005502987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5185043,"threshold_uncertainty_score":0.8614693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06330440213201267,"score_gpt":0.3313612874559999,"score_spread":0.2680568853239872,"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."}}