{"id":"W4401692994","doi":"10.1109/ictem60690.2024.10631924","title":"Flywheel Energy Storage: Challenges in Microgrids","year":2024,"lang":"en","type":"article","venue":"","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Flywheel; Energy storage; Computer science; Stored energy; Microgrid; Flywheel energy storage; Reliability engineering; Automotive engineering; Electrical engineering; Renewable energy; Engineering; Materials science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000445368,0.0004019082,0.0008077848,0.0003245649,0.0004353972,0.001410824,0.0006897469,0.0008806805,0.002712714],"category_scores_gemma":[0.0004379769,0.0002144317,0.0002137224,0.0009040896,0.0003576473,0.002460934,0.0007027649,0.0007091046,0.001067436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005537289,"about_ca_system_score_gemma":0.0006967756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001644586,"about_ca_topic_score_gemma":0.002084707,"domain_scores_codex":[0.9998289,0.00003164831,0.0000161681,0.00002890959,0.00007531594,0.00001898531],"domain_scores_gemma":[0.9997658,0.0000802789,0.00002165434,0.00001293787,0.00009913092,0.00002015377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001520108,0.0001234612,0.001466494,0.004312719,0.00006685634,0.0005613268,0.0003272452,0.1249791,0.01819733,0.1261726,0.02900937,0.6946315],"study_design_scores_gemma":[0.00003714852,0.0005448492,0.002050601,0.001604333,0.00007533019,0.001588881,0.00254108,0.247072,0.01989128,0.1667861,0.5576719,0.0001365096],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.06978291,0.6289137,0.1978832,0.03435698,0.001863768,0.000134236,0.0005557068,0.0009246992,0.06558485],"genre_scores_gemma":[0.583222,0.34592,0.04157948,0.001542852,0.001434342,0.0001254629,0.0004266606,0.0001419695,0.02560726],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002712714,"threshold_uncertainty_score":0.009074986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00995104072954001,"score_gpt":0.1852401183836353,"score_spread":0.1752890776540953,"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."}}