{"id":"W4416420420","doi":"10.1016/j.jii.2025.101013","title":"An anonymization framework for IEC 61850 substation communications: Field-level and topology-aware privacy","year":2025,"lang":"en","type":"article","venue":"Journal of Industrial Information Integration","topic":"Smart Grid Security and Resilience","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Siemens (Canada); University of New Brunswick","funders":"Atlantic Canada Opportunities Agency","keywords":"IEC 61850; Testbed; Network packet; Encryption; Data sharing; Cryptography; Field (mathematics); Information privacy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.007241141,0.0007954509,0.0008395243,0.002170773,0.001606835,0.003333423,0.001967488,0.001287931,0.001433115],"category_scores_gemma":[0.01754111,0.0005307991,0.001220094,0.002203088,0.001715089,0.006202165,0.004413705,0.002566745,0.0007592613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001715472,"about_ca_system_score_gemma":0.003355846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003457065,"about_ca_topic_score_gemma":0.003790804,"domain_scores_codex":[0.992789,0.002688355,0.0005615658,0.001215088,0.002350285,0.0003956784],"domain_scores_gemma":[0.9866766,0.002827603,0.001244973,0.007416617,0.001515966,0.0003181767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005837135,0.0004594782,0.0106159,0.0003311981,0.0003266433,0.0008939294,0.002201916,0.2635659,0.01485005,0.4109071,0.02912218,0.266142],"study_design_scores_gemma":[0.00006507078,0.0001336613,0.002728187,0.0001003136,0.00008662582,0.0007778916,0.0005598547,0.7541947,0.01345135,0.1613543,0.06641893,0.000129028],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007826892,0.0001581735,0.9841209,0.0005214212,0.00007901029,0.0003096249,0.001074068,0.003970006,0.001940038],"genre_scores_gemma":[0.4111939,0.0005481467,0.5757827,0.0004743253,0.0002320748,0.0008469811,0.006697106,0.0005269952,0.003697876],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007241141,"threshold_uncertainty_score":0.03829527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04567730763798369,"score_gpt":0.3182157208951674,"score_spread":0.2725384132571838,"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."}}