{"id":"W4412927139","doi":"10.21203/rs.3.rs-6289250/v1","title":"Three-Stage Optimization Model for Operation of Islanded Local Energy Network with Electric Vehicle Charging Station","year":2025,"lang":"","type":"preprint","venue":"Research Square","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Stage (stratigraphy); Charging station; Electric vehicle; Energy (signal processing); Automotive engineering; Computer science; Environmental science; Engineering; Physics; Geology; Power (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":[0.00079425,0.001133904,0.001581799,0.0004502856,0.000833162,0.001951344,0.002176328,0.002549177,0.01001648],"category_scores_gemma":[0.0008976105,0.0008929099,0.001296123,0.0006808715,0.0006850404,0.001159846,0.001016461,0.001535414,0.0007010385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001738825,"about_ca_system_score_gemma":0.001469619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03184279,"about_ca_topic_score_gemma":0.02457511,"domain_scores_codex":[0.9995716,0.0001301601,0.00001264675,0.00008467087,0.00008182076,0.0001190233],"domain_scores_gemma":[0.9996873,0.0001401094,0.00003560105,0.00001558922,0.00009195103,0.00002932263],"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":[0.00003203653,0.0000138193,0.0001161953,0.0000247358,0.00001058489,0.00005643924,0.00001377771,0.9964938,0.0003040898,0.001310654,0.0002583493,0.001365513],"study_design_scores_gemma":[0.00000544349,0.00001381862,0.00006264327,0.000002218348,0.000005193065,0.00000454874,0.000006608582,0.9993916,0.00007709482,0.0003130689,0.0001154402,0.000002350061],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1194759,0.0009424192,0.8073041,0.000992669,0.0002299378,0.0003847577,0.0009977777,0.0005871078,0.06908523],"genre_scores_gemma":[0.9611335,0.0002532505,0.01445337,0.0000779715,0.00003064827,0.0002600357,0.0002666138,0.00007060737,0.02345408],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03184279,"threshold_uncertainty_score":0.06331491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03415267744666173,"score_gpt":0.3067766174033636,"score_spread":0.2726239399567019,"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."}}