{"id":"W4410486464","doi":"10.61091/jcmcc126-08","title":"A large-scale charging pile and microgrid operation optimization strategy based on smart grid interaction technology","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Power Systems and Renewable Energy","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Microgrid; Pile; Smart grid; Grid; Scale (ratio); Computer science; Electrical engineering; Distributed computing; Engineering; Renewable energy; Physics; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009296892,0.0002572588,0.0005945348,0.0005360167,0.0003593973,0.0002639579,0.0001878411,0.0002481687,0.00001144592],"category_scores_gemma":[0.0001620524,0.0002258385,0.00009420295,0.0003915942,0.0000495621,0.0001896597,0.0001074128,0.000387358,8.765477e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001139717,"about_ca_system_score_gemma":0.0001286548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004675874,"about_ca_topic_score_gemma":0.00000627902,"domain_scores_codex":[0.9981578,0.0001173342,0.0009082269,0.0002395698,0.0002958317,0.0002812447],"domain_scores_gemma":[0.9984378,0.0002597991,0.0006642675,0.000195543,0.0003478878,0.00009466305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002639415,0.0009772137,0.0002659895,0.0003232009,0.0001630214,0.00001967306,0.0005953856,0.1844241,0.002153208,0.8069745,0.0003539519,0.003485882],"study_design_scores_gemma":[0.008973089,0.001345514,0.00004770246,0.001682356,0.0001468491,0.00008431864,0.001941017,0.8990055,0.004795489,0.07222694,0.00929849,0.0004526817],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.824635,0.0009938619,0.1152846,0.0007656977,0.05051897,0.0005288245,0.000005752456,0.0001583699,0.00710894],"genre_scores_gemma":[0.9964119,0.00005557078,0.002526195,0.00004888701,0.0008990609,0.000004033152,0.000005033844,0.00002674773,0.00002255373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7347475,"threshold_uncertainty_score":0.9209427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007029857700785357,"score_gpt":0.2393687227292904,"score_spread":0.2323388650285051,"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."}}