{"id":"W4410634272","doi":"10.1007/978-981-96-4914-3_9","title":"Best Practices in Microgrid Development and Future Research Directions","year":2025,"lang":"en","type":"book-chapter","venue":"Power systems","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Microgrid; Development (topology); Computer science; Artificial intelligence; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.0003927503,0.0002065006,0.0002794444,0.0004500346,0.00008986121,0.0001430982,0.0001088968,0.00030631,0.0000375968],"category_scores_gemma":[0.00001662436,0.0002067199,0.00002784928,0.00008812772,0.00002193394,0.00008521455,0.00004614306,0.0005137123,0.00006393073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001776712,"about_ca_system_score_gemma":0.00007982158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009643818,"about_ca_topic_score_gemma":0.0003244207,"domain_scores_codex":[0.9989621,0.00003034324,0.0003297284,0.0002621948,0.0001906456,0.0002250032],"domain_scores_gemma":[0.9994521,0.00009106686,0.00008656898,0.000196723,0.0001211436,0.0000523956],"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":[0.0001757562,0.0002720319,0.0007723533,0.0112011,0.002914816,0.0004648017,0.01216051,0.004874249,0.0006783891,0.06883981,0.1728374,0.7248088],"study_design_scores_gemma":[0.0001389454,0.00001012468,0.00001860606,0.0005229073,0.00001411448,0.00001288196,0.0001450803,0.0006630163,0.00001119144,0.00001131797,0.998264,0.0001878038],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003942351,0.269484,0.00008629566,0.000136258,0.002837682,0.0006325011,0.00002608508,0.0001335059,0.7266242],"genre_scores_gemma":[0.004129653,0.09662978,0.001165122,0.0000254934,0.001427388,0.0003394873,0.0001459436,0.0001755092,0.8959616],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8254266,"threshold_uncertainty_score":0.8429793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03471497038357255,"score_gpt":0.2806286783347384,"score_spread":0.2459137079511659,"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."}}