{"id":"W7152465308","doi":"10.1109/icecet63943.2025.11472028","title":"Advanced Energy Management and Planning Strategies for the IEEE 33-Bus System: Integration of EV Penetration, INVELOX Turbines, and Bifacial PV Panels","year":2025,"lang":"","type":"article","venue":"","topic":"HVDC Systems and Fault Protection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Energy management; Photovoltaic system; Energy (signal processing); Thermal management of electronic devices and systems; Renewable energy","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":[0.0003273601,0.0006621839,0.0003845248,0.0007361251,0.0006052701,0.001486057,0.0006683968,0.0005117137,0.004767331],"category_scores_gemma":[0.0005405077,0.0003114084,0.0002155023,0.0006490564,0.0001913446,0.001260699,0.0004735791,0.0005394714,0.0004131936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009016915,"about_ca_system_score_gemma":0.001157845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01464548,"about_ca_topic_score_gemma":0.05253242,"domain_scores_codex":[0.9998241,0.00005221079,0.000006398637,0.00002621963,0.00005438561,0.00003671103],"domain_scores_gemma":[0.9998053,0.00003742225,0.00003339079,0.00000849459,0.00009318622,0.00002224463],"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":[0.0001845208,0.0001333621,0.002734642,0.00007800246,0.00004406215,0.0002289543,0.0001685618,0.8573492,0.00537685,0.01484236,0.004690351,0.1141691],"study_design_scores_gemma":[0.00002863327,0.0001179607,0.002500768,0.00002806623,0.0000306298,0.00004498464,0.0002004481,0.9847127,0.001635934,0.007676167,0.003005258,0.00001845709],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.332328,0.001347245,0.5773724,0.002107131,0.000124025,0.0003566594,0.0008353809,0.001312862,0.08421619],"genre_scores_gemma":[0.9697244,0.0002066917,0.02448529,0.00005066125,0.00001762456,0.00004028919,0.0001891435,0.00003498589,0.005250978],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01464548,"threshold_uncertainty_score":0.0291205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01506718205912519,"score_gpt":0.2466796562518858,"score_spread":0.2316124741927606,"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."}}