{"id":"W4408377631","doi":"10.1051/e3sconf/202561902003","title":"Utilization in Microgrids through Advanced Predictive Algorithms","year":2025,"lang":"en","type":"article","venue":"E3S Web of Conferences","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Computer science; Algorithm","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":[0.0006044239,0.0006964204,0.0008871259,0.0005073775,0.0004579299,0.001434276,0.0009483737,0.0005060724,0.001603147],"category_scores_gemma":[0.001645983,0.0004728614,0.0004711557,0.0006164611,0.0004243523,0.0009869519,0.0008004123,0.0007749064,0.0003146167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006544456,"about_ca_system_score_gemma":0.0008696222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0162091,"about_ca_topic_score_gemma":0.01082695,"domain_scores_codex":[0.999768,0.00006529169,0.00001327638,0.00004520192,0.00006751148,0.00004089624],"domain_scores_gemma":[0.9995033,0.0002624753,0.00007491517,0.00004278335,0.00009315718,0.00002330082],"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":[0.00002219453,0.00001279297,0.0002769087,0.00002466462,0.00001419913,0.00001834558,0.00002000471,0.9860405,0.0001411619,0.001979788,0.0002251606,0.01122431],"study_design_scores_gemma":[0.000002058301,0.000004273542,0.00003663327,0.000002614795,0.000002232665,0.000001998506,0.000003827576,0.9987146,0.00004701558,0.0010707,0.0001130251,0.000001076208],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07768712,0.001225051,0.905272,0.0004447309,0.0001085972,0.00008103668,0.0001902922,0.001083626,0.01390757],"genre_scores_gemma":[0.9745923,0.0004231405,0.02276607,0.00005131632,0.00003489701,0.00005984736,0.0001112407,0.00004299091,0.001918235],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0162091,"threshold_uncertainty_score":0.03222948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01210643581454848,"score_gpt":0.2455713911278883,"score_spread":0.2334649553133398,"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."}}