{"id":"W4417249035","doi":"10.1109/epdc67173.2025.11278294","title":"Hybrid Solar-Biogas System for Efficient Energy Management in Electric Vehicle Charging Station","year":2025,"lang":"","type":"article","venue":"","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Electrification; Greenhouse gas; Renewable energy; Hybrid power; Charging station; Electric vehicle; Power station; Fossil fuel; Electric power","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":[0.0001483447,0.0003332451,0.0004840645,0.000256704,0.0005325358,0.0006736648,0.0006593107,0.0004883294,0.003955345],"category_scores_gemma":[0.0001335288,0.0001731054,0.0003981715,0.0002967046,0.0001702162,0.0005204825,0.0003376838,0.0002899687,0.0004092812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004091002,"about_ca_system_score_gemma":0.0003760377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002677747,"about_ca_topic_score_gemma":0.003895082,"domain_scores_codex":[0.9999169,0.000018135,0.000005076674,0.00001878136,0.0000230643,0.00001807431],"domain_scores_gemma":[0.9999496,0.00001580868,0.000005315253,0.000005259921,0.0000175605,0.000006494318],"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":[0.000665815,0.0003891528,0.005874783,0.0002643151,0.0000912831,0.0006589222,0.0001332833,0.8613582,0.07474258,0.002970488,0.001506387,0.05134483],"study_design_scores_gemma":[0.00007068805,0.0003282505,0.001992397,0.00001052609,0.00003601448,0.00009019386,0.00008658049,0.9746082,0.01935391,0.001056782,0.002346141,0.00002024044],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.838685,0.0005499849,0.1368736,0.0003108709,0.000128405,0.0001982633,0.0004099864,0.001126185,0.02171778],"genre_scores_gemma":[0.9951834,0.00005543431,0.002951696,0.00001054624,0.000003031199,0.00003222507,0.00004077779,0.000006896743,0.001715955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003955345,"threshold_uncertainty_score":0.01323193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007082873228644518,"score_gpt":0.2232197922934046,"score_spread":0.21613691906476,"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."}}