{"id":"W4413823888","doi":"10.1109/pvsc59419.2025.11133178","title":"Scalable Screening of Grid Strength using Short-circuit Analysis for a Transmission System with High Renewable Penetration","year":2025,"lang":"en","type":"article","venue":"","topic":"Electric Motor Design and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Independent Electricity System Operator","funders":"","keywords":"Grid; Penetration (warfare); Scalability; Renewable energy; Computer science; Electronic engineering; Electrical engineering; Engineering; Operating system; 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":[0.0002375807,0.0004169756,0.0003069988,0.0004395562,0.000153047,0.0003690691,0.0002474545,0.0002246527,0.001108069],"category_scores_gemma":[0.0007000687,0.0001391435,0.0002535373,0.000246131,0.000192111,0.0005050939,0.0001844216,0.0002482715,0.0001252558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001989479,"about_ca_system_score_gemma":0.0002080992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002184241,"about_ca_topic_score_gemma":0.003289074,"domain_scores_codex":[0.9999123,0.00003108796,0.000004174091,0.00001073598,0.00003262163,0.00000910685],"domain_scores_gemma":[0.9996586,0.0001833264,0.00005171086,0.00003064258,0.00006259569,0.00001321793],"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":[0.0002339338,0.00008429137,0.007613773,0.0002156187,0.00005399908,0.0005575559,0.000101319,0.881619,0.05315266,0.002656519,0.0005540845,0.05315709],"study_design_scores_gemma":[0.000002791024,0.00005394289,0.001016292,0.000003318877,0.000005368175,0.00002110388,0.00001268451,0.9968356,0.001691831,0.000292492,0.00006182324,0.000002757424],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6297123,0.0002644543,0.3614621,0.0001443569,0.00001968129,0.0001164853,0.000150421,0.0009720122,0.007158142],"genre_scores_gemma":[0.9928082,0.00004538294,0.006730346,0.000006193102,0.000002671937,0.00001093018,0.00002815452,0.000009357639,0.0003587456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002184241,"threshold_uncertainty_score":0.004342973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01606494878340367,"score_gpt":0.2182815760347527,"score_spread":0.202216627251349,"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."}}