{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000559625,0.00009500147,0.0001706198,0.0001040128,0.0000164232,0.00001552954,0.0001061684,0.00006436706,0.00006239622],"category_scores_gemma":[0.00001893326,0.00009217957,0.00002752187,0.0002941233,0.00004014014,0.0001538546,0.00001409462,0.00007026261,0.000002141579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001999526,"about_ca_system_score_gemma":0.0001398184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002571011,"about_ca_topic_score_gemma":0.0000677991,"domain_scores_codex":[0.9994498,0.00001712803,0.0002285074,0.0001145045,0.00006935437,0.0001206656],"domain_scores_gemma":[0.9997591,0.00003582756,0.0000311867,0.00009033643,0.00007140898,0.0000120908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000130763,0.0001635067,0.01978224,0.0003100592,0.0001954801,0.000003481633,0.001415045,0.3371042,0.01473857,0.02061525,0.002147103,0.6033943],"study_design_scores_gemma":[0.001819505,0.00009315916,0.01297738,0.0002823911,0.0000340112,6.107754e-7,0.0005999678,0.8821485,0.0497807,0.0032713,0.04873798,0.0002545022],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2066178,0.0350655,0.4729218,0.0006812619,0.002822312,0.001397494,0.0001183106,0.000797165,0.2795784],"genre_scores_gemma":[0.9954549,0.002356895,0.002009954,0.00002904423,0.00001967255,0.000022224,0.00002405377,0.000005545129,0.0000777196],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7888371,"threshold_uncertainty_score":0.3758973,"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."}}