{"id":"W4413339256","doi":"10.18280/mmep.120731","title":"Sustainable Hybrid Solar-Biogas Systems for Electric Vehicle Charging in Tropical Regions: A Techno-Economic Assessment","year":2025,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Electric Vehicles and Infrastructure","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universitas Negeri Malang","keywords":"Biogas; Environmental science; Electric vehicle; Waste management; Engineering; Physics","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":[0.0002223543,0.0002290279,0.0003676506,0.0003094598,0.0000788216,0.0001260125,0.0001303587,0.0001252672,0.000001956],"category_scores_gemma":[0.00001710974,0.0002247874,0.00005871091,0.0002355467,0.00001166147,0.0001186746,0.00002936666,0.0003414096,0.000001568377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003125479,"about_ca_system_score_gemma":0.00003471841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003133788,"about_ca_topic_score_gemma":4.113437e-7,"domain_scores_codex":[0.9986624,0.000007084018,0.0004127733,0.0002523154,0.00007930685,0.0005861762],"domain_scores_gemma":[0.9995928,0.0001054649,0.00002504044,0.0001809811,0.00002480776,0.00007086659],"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":[0.000002604775,0.00001381616,0.00004063912,0.001336212,0.00002289614,0.000002299887,0.00004292238,0.8230407,0.0005619818,0.1746313,0.00006754869,0.0002371555],"study_design_scores_gemma":[0.0003914286,0.00003791289,0.00002030749,0.0003240207,0.00002037652,0.00001248253,0.00004782672,0.9657845,0.0003251721,0.03172784,0.001093856,0.0002142076],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1376557,0.002097704,0.8588597,0.00008455924,0.00007547516,0.0005860099,0.000002329662,0.0003334737,0.0003050362],"genre_scores_gemma":[0.9917866,0.0003506633,0.007264122,0.000008069515,0.00004627277,0.0003083113,0.00000343055,0.0000458035,0.0001867211],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8541309,"threshold_uncertainty_score":0.9166564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007249597532480666,"score_gpt":0.2029824480378134,"score_spread":0.1957328505053327,"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."}}