{"id":"W7162035656","doi":"10.82308/35590","title":"Wind power integration in electrical networks with transmission congestion: operational complications and efficient solutions","year":2013,"lang":"en","type":"dissertation","venue":"","topic":"Electric Power System Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wind power; Power system simulation; Electric power system; Grid; Scheduling (production processes); Electric power transmission; Unit (ring theory); Resource (disambiguation); Electric power","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000129747,0.0003250442,0.0002830709,0.0003820008,0.0001514791,0.0001271035,0.000105639,0.0003860899,0.0001092689],"category_scores_gemma":[0.00001363346,0.0002850288,0.00003434572,0.0006386781,0.00002319669,0.0001655408,0.000004611089,0.0004806027,0.00001629443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003146974,"about_ca_system_score_gemma":0.00008839836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004999921,"about_ca_topic_score_gemma":0.0001736076,"domain_scores_codex":[0.9985318,0.00005624804,0.0004752718,0.0003551077,0.0002593841,0.0003221634],"domain_scores_gemma":[0.999337,0.00008335372,0.00006779581,0.0001839434,0.0002173528,0.0001105902],"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":[0.00002571685,0.00008269652,0.00008391775,0.00003472654,0.00003734836,0.000001379517,0.0004304329,0.9816843,0.0007324434,0.008823212,0.001204729,0.006859108],"study_design_scores_gemma":[0.0004359478,0.00007760703,0.02120052,0.0002680396,0.00003191885,0.00002138279,0.00008952049,0.9770406,0.0001323115,0.00001835912,0.0003216515,0.0003620959],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04934883,0.003316408,0.9171855,0.0002162169,0.000390663,0.001983576,0.000008721732,0.0004711756,0.02707888],"genre_scores_gemma":[0.9933166,0.0002320533,0.003463661,0.00003231574,0.00003369357,0.000230527,0.001843769,0.00006866702,0.0007787314],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9439678,"threshold_uncertainty_score":0.9999602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005812687722216487,"score_gpt":0.2045501951492464,"score_spread":0.1987375074270299,"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."}}