{"id":"W2383223694","doi":"","title":"August 14th Blackout in the US and Propose for Chinese Power System to Improving Stability and Security","year":2004,"lang":"en","type":"article","venue":"Electrical Equipment","topic":"Smart Grid and Power Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Blackout; Electric power system; Compensation (psychology); Stability (learning theory); Engineering; Reliability engineering; Power (physics); Power network; Computer science; Computer security","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":[0.0005738879,0.0001618732,0.0002159507,0.00005836807,0.00006212903,0.00006925195,0.0001032899,0.0000639991,0.000002660267],"category_scores_gemma":[0.00006523194,0.0001065649,0.0000318772,0.000235294,0.00001625927,0.00006306828,0.00003502993,0.0001504891,0.000003097923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002515803,"about_ca_system_score_gemma":0.00002687419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001059912,"about_ca_topic_score_gemma":0.00008992109,"domain_scores_codex":[0.9989545,0.00004257298,0.0002624826,0.0002315473,0.0001702199,0.000338622],"domain_scores_gemma":[0.999571,0.0000993956,0.00002035697,0.0001774783,0.00002122541,0.0001105148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00312778,0.00420154,0.4139526,0.02472652,0.00104692,0.000526613,0.2586644,0.0160927,0.150757,0.06778983,0.02855471,0.03055939],"study_design_scores_gemma":[0.03776411,0.01611366,0.556325,0.002105632,0.0003693754,0.00116899,0.008834097,0.2141529,0.04652267,0.004332667,0.103236,0.009074874],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946865,0.0006562798,0.002014397,0.0001715747,0.0005325008,0.001250827,0.000008892254,0.00009815276,0.0005808838],"genre_scores_gemma":[0.999387,0.000004956059,0.0001295767,0.0000744394,0.0002312055,0.0001486445,0.000001897609,0.00001647313,0.000005791837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2498303,"threshold_uncertainty_score":0.434559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005443034350297736,"score_gpt":0.2151130185039823,"score_spread":0.2096699841536846,"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."}}