{"id":"W2080012168","doi":"10.1002/we.233","title":"Transients in collection grids of large offshore wind parks","year":2007,"lang":"en","type":"article","venue":"Wind Energy","topic":"Lightning and Electromagnetic Phenomena","field":"Physics and Astronomy","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Offshore wind power; Transient (computer programming); Marine engineering; Engineering; Wind power; Submarine pipeline; Circuit breaker; Meteorology; Electrical engineering; Environmental science; Computer science; Geography; Geotechnical engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0001597511,0.00009255324,0.0001455519,0.00009866305,0.00004431263,0.00000654006,0.00007383187,0.00003888551,0.0001751146],"category_scores_gemma":[0.000001190436,0.00008933624,0.00004666848,0.0002972895,0.00001852597,0.00004341493,0.00001036196,0.00007789133,0.000002446317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002206677,"about_ca_system_score_gemma":0.00002936167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006868054,"about_ca_topic_score_gemma":0.00008402398,"domain_scores_codex":[0.999216,0.00002059068,0.0002068737,0.0001436731,0.0001083652,0.0003045441],"domain_scores_gemma":[0.9997495,0.00002127236,0.00004568331,0.0001097442,0.00002100487,0.00005277634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009353452,0.004618356,0.5701446,0.000084491,0.0005378462,0.00003018488,0.01998921,0.004489497,0.08959907,0.1863187,0.01310661,0.110146],"study_design_scores_gemma":[0.01125151,0.001876286,0.5552676,0.0001988946,0.0001207313,0.000006282476,0.003146073,0.002948422,0.2241607,0.02210014,0.1775121,0.001411272],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9495188,0.00004668218,0.001306948,0.00003762282,0.0001199859,0.00002973217,0.000006175141,0.000008972171,0.04892509],"genre_scores_gemma":[0.9984587,0.000001808634,0.00005791365,0.0000361314,0.0001908316,0.000001618501,0.00002965695,0.0000102782,0.001213006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1644055,"threshold_uncertainty_score":0.3643026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004070080701773062,"score_gpt":0.2127103474501835,"score_spread":0.2086402667484104,"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."}}