{"id":"W4401870728","doi":"","title":"Feasibility Study and Application of Electric Energy Storage Systems Embedded in HVDC and STATCOM Systems","year":2024,"lang":"en","type":"book","venue":"Digital Commons - New Heaven (University of New Haven)","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; EMD Inc. (Canada)","funders":"","keywords":"Energy storage; Electric power system; Computer science; Electrical engineering; Engineering; Power (physics); Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001068035,0.0002768826,0.000739267,0.0004082017,0.00004021497,0.00008837169,0.0002026041,0.0002136958,0.000002532546],"category_scores_gemma":[0.000005254964,0.0003509299,0.00007696568,0.0002549358,0.00004559286,0.0003082075,0.0001168637,0.0002422174,0.000002878273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002977472,"about_ca_system_score_gemma":0.0001857197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00236063,"about_ca_topic_score_gemma":0.001214708,"domain_scores_codex":[0.998876,0.00004040353,0.000337207,0.0003566651,0.0002011313,0.0001885744],"domain_scores_gemma":[0.9991916,0.00008381759,0.0001542835,0.000360317,0.00005501324,0.0001549578],"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":[0.002045424,0.002475188,0.01475162,0.02054706,0.005081529,0.0007039853,0.0287796,0.4613475,0.001084691,0.02594657,0.1552166,0.2820202],"study_design_scores_gemma":[0.006836074,0.001204096,0.005466719,0.001614742,0.0008548436,0.00007157135,0.005775401,0.9083482,0.000009132991,0.002619094,0.06538845,0.001811664],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3561098,0.2088571,0.2396374,0.0003117087,0.002144786,0.01652371,0.003842896,0.001985335,0.1705873],"genre_scores_gemma":[0.9663665,0.0003077624,0.00003308142,0.000001300796,0.00005460585,0.000001490762,0.000189741,0.00004510084,0.03300046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6102567,"threshold_uncertainty_score":0.9998943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009315407989599697,"score_gpt":0.1866714158800134,"score_spread":0.1773560078904137,"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."}}