{"id":"W4406028097","doi":"10.1109/tpwrd.2025.3525551","title":"Review on DFIG Supplementary SSI Damping Controllers: Design, Development, and Directions","year":2025,"lang":"en","type":"article","venue":"IEEE Transactions on Power Delivery","topic":"Real-time simulation and control systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Concordia University","funders":"","keywords":"Doubly fed electric machine; Control theory (sociology); Control engineering; Engineering; Computer science; Control (management); Electrical engineering; AC power; Voltage","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":[0.0001946714,0.0002205507,0.0002963141,0.000264408,0.0002379001,0.0000554903,0.00008287116,0.00007017647,0.0003486637],"category_scores_gemma":[0.000003515471,0.0002183668,0.00009498829,0.0002667216,0.00002018607,0.0001355327,8.788358e-7,0.0001902256,0.00006950602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001471392,"about_ca_system_score_gemma":0.00004706045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000267345,"about_ca_topic_score_gemma":0.00003289908,"domain_scores_codex":[0.9989299,0.00007975876,0.0003932527,0.0002390955,0.0001349544,0.0002230704],"domain_scores_gemma":[0.999414,0.0002112876,0.00003216683,0.0002163347,0.00004710106,0.0000791406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007664727,0.0006899916,0.00006222428,0.002472442,0.003691715,0.00003601459,0.001362582,0.4323342,0.01595832,0.0001809755,0.08159077,0.4608542],"study_design_scores_gemma":[0.007229333,0.0003294112,0.0004130367,0.008439202,0.0005675696,0.00002302797,0.0004747497,0.07354503,0.02872143,0.00005552591,0.8787944,0.001407266],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004919365,0.01103923,0.9708529,0.0004998461,0.001997868,0.001420114,0.00006912721,0.0005197561,0.008681755],"genre_scores_gemma":[0.9919881,0.004843693,0.0004967636,0.001449203,0.00001787224,0.0001985311,0.000009242714,0.00002862906,0.0009679221],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9870688,"threshold_uncertainty_score":0.890474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01538804837510669,"score_gpt":0.2375398273724297,"score_spread":0.222151778997323,"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."}}