{"id":"W4401079428","doi":"10.23977/jeeem.2024.070215","title":"Investigations on the Influence of D-FACTS Equipment on the Stability of Distribution Network","year":2024,"lang":"en","type":"article","venue":"Journal of Electrotechnology Electrical Engineering and Management","topic":"Smart Grid and Power Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Distribution (mathematics); Stability (learning theory); Business; Computer science; Mathematics; Mathematical analysis","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":[0.000548293,0.0001149016,0.0001827492,0.0001228892,0.0000361803,0.00001396037,0.0001800818,0.0000650789,0.000002510616],"category_scores_gemma":[0.0001114767,0.00006759592,0.00006114577,0.0005926323,0.00004749834,0.00003238456,0.00002288455,0.00048954,9.874439e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009129446,"about_ca_system_score_gemma":0.00001360842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000157887,"about_ca_topic_score_gemma":3.580514e-7,"domain_scores_codex":[0.9991371,0.00002822619,0.0003590386,0.00008305508,0.0001816438,0.000210919],"domain_scores_gemma":[0.9993926,0.0003064539,0.00006519208,0.00017011,0.00003511463,0.00003048933],"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":[0.00002701352,0.00004685621,0.00007754241,0.0003216077,0.0005149113,0.00001353199,0.00006909941,0.5128873,0.01860067,0.4571413,0.008153721,0.002146448],"study_design_scores_gemma":[0.0009865104,0.005826528,0.01281805,0.003638079,0.000552244,0.0002205912,0.0001233666,0.430817,0.3624305,0.0123438,0.1693342,0.0009091311],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798645,0.00173782,0.01540939,0.002063159,0.0004173155,0.0002834654,0.000003023604,0.00009224076,0.0001290205],"genre_scores_gemma":[0.9991593,0.000628358,0.00006541298,0.00002752285,0.00008701406,0.00001744296,6.236543e-7,0.000009767978,0.000004594925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4447975,"threshold_uncertainty_score":0.2756481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007218239101081985,"score_gpt":0.1882710968117008,"score_spread":0.1810528577106189,"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."}}