{"id":"W4387568144","doi":"10.2139/ssrn.4600737","title":"Initializing Grid Forming Vscs in Mtdc Systems","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Initialization; Grid; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006863428,0.0006818722,0.0008490401,0.0004394393,0.0011023,0.00173088,0.001229784,0.0009186604,0.01125912],"category_scores_gemma":[0.002896978,0.0003381537,0.0003858105,0.0006253598,0.0008431206,0.001340248,0.002357405,0.001210832,0.001725637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001097774,"about_ca_system_score_gemma":0.001191465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006555344,"about_ca_topic_score_gemma":0.008468326,"domain_scores_codex":[0.999469,0.0001522966,0.00002477478,0.00008702412,0.0001168355,0.0001500967],"domain_scores_gemma":[0.9986213,0.0004084201,0.00008456263,0.0003261808,0.0004268574,0.0001327002],"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":[0.0008185697,0.0001117082,0.001858415,0.0001888607,0.00003105546,0.000434083,0.0004904629,0.8136987,0.01890454,0.03408112,0.006002788,0.1233797],"study_design_scores_gemma":[0.00003922996,0.0001286182,0.0002065922,0.00001814408,0.00001141973,0.00006097265,0.0001931603,0.9763207,0.008070812,0.01124169,0.003697311,0.00001137255],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0971679,0.0001659398,0.8764461,0.0003148206,0.0001681951,0.0002247387,0.0001154714,0.002667725,0.02272911],"genre_scores_gemma":[0.9367346,0.00005921673,0.0560316,0.00006974376,0.0000252048,0.00004894551,0.0001083518,0.0001430322,0.006779326],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01125912,"threshold_uncertainty_score":0.03766549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03513322774262047,"score_gpt":0.277665541730815,"score_spread":0.2425323139881946,"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."}}