{"id":"W7140749769","doi":"10.5281/zenodo.19235993","title":"Electromagnetic Transient Models, Importance of Performance Testing and Validation","year":2025,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Lightning and Electromagnetic Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hydro-Québec","funders":"European Commission","keywords":"Transient (computer programming); Reliability (semiconductor); Measure (data warehouse); Electromagnetic pulse; Transient analysis","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":[0.005598953,0.001049841,0.0008349888,0.0006869553,0.0004660522,0.001709909,0.002117168,0.001656372,0.002780674],"category_scores_gemma":[0.02921735,0.0004908113,0.0006253825,0.0004979842,0.0009840346,0.003467224,0.001067395,0.001628693,0.001018137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006858053,"about_ca_system_score_gemma":0.001179636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00383748,"about_ca_topic_score_gemma":0.001375078,"domain_scores_codex":[0.9972627,0.001457509,0.0001796525,0.0002392899,0.0007337577,0.0001270571],"domain_scores_gemma":[0.9869128,0.006878328,0.0006734022,0.003381483,0.001978257,0.0001756437],"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":[0.0003959905,0.0002828346,0.003322987,0.000271204,0.00006655266,0.00009354056,0.0001015271,0.8963391,0.008429609,0.01513698,0.001767216,0.07379247],"study_design_scores_gemma":[0.00003678502,0.0001656187,0.000762083,0.00006607085,0.00002853722,0.00005708012,0.00003477677,0.9795038,0.007266568,0.009915271,0.00214521,0.00001828606],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.09252276,0.0009881373,0.8902419,0.0009747926,0.0002225468,0.0001715884,0.0004471086,0.003426065,0.01100514],"genre_scores_gemma":[0.9296526,0.0004959066,0.06622086,0.0001166656,0.00008875375,0.0001700947,0.0006748978,0.0004625272,0.002117556],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005598953,"threshold_uncertainty_score":0.0296104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02240460709797965,"score_gpt":0.2167818618362337,"score_spread":0.1943772547382541,"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."}}