{"id":"W4413998267","doi":"10.18280/jesa.580716","title":"Design an Intelligent Multifunction Generator Protection System Based on the P-Q Capability Curve","year":2025,"lang":"en","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Smart Grid and Power Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Mosul","keywords":"Generator (circuit theory); Computer science; Physics; Power (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00190037,0.0003015056,0.0003116761,0.0002459952,0.0005259779,0.0003796672,0.0002920002,0.0001234486,0.00004717325],"category_scores_gemma":[0.0001571873,0.0002044674,0.0001411234,0.000462309,0.00005162902,0.0002301548,0.00001780794,0.000474661,0.0001020215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000860443,"about_ca_system_score_gemma":0.0001006936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004789928,"about_ca_topic_score_gemma":0.00001599694,"domain_scores_codex":[0.9971514,0.001213927,0.0006875002,0.0002452368,0.0003719473,0.0003300134],"domain_scores_gemma":[0.9987906,0.0002193166,0.0001589743,0.0004977526,0.0002013584,0.0001320342],"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":[0.000127875,0.0001698969,0.00153912,0.001428974,0.0002947594,0.0000490829,0.001136657,0.8778379,0.01044283,0.001194928,0.01587483,0.08990316],"study_design_scores_gemma":[0.00026783,0.0002015567,0.01843608,0.0007378521,0.00004141254,0.0001192777,0.0002783853,0.9701304,0.006338808,0.00005607997,0.00317628,0.0002160186],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1672591,0.0004171958,0.8171244,0.0001073758,0.01148894,0.001132805,0.000007905995,0.001017107,0.001445223],"genre_scores_gemma":[0.9973715,0.00001211297,0.001204191,0.00006326697,0.001013783,0.0001275544,0.000002449436,0.00005292621,0.0001522441],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8301124,"threshold_uncertainty_score":0.8337938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02944426768842666,"score_gpt":0.2354452564018265,"score_spread":0.2060009887133998,"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."}}