{"id":"W4377099604","doi":"10.1149/11106.0785ecst","title":"Energy Transition Scenarios in Off-grid Communities using SOFC-CHP/Battery Hybrid Systems","year":2023,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydro-Québec","funders":"","keywords":"Electricity; Battery (electricity); Automotive engineering; Environmental science; Work (physics); Stand-alone power system; Electricity generation; Diesel fuel; Waste heat; Process engineering; Heat generation; Distributed generation; Waste management; Power (physics); Engineering; Electrical engineering; Renewable energy; Mechanical engineering; Heat exchanger; Thermodynamics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001109345,0.0001520705,0.0002058919,0.0002830602,0.0001468349,0.00006419804,0.00008489229,0.0001060925,0.0001376245],"category_scores_gemma":[4.356431e-7,0.0001629861,0.00006813313,0.0002805234,0.00003245532,0.0001692157,0.000002390397,0.0001983521,0.00005038417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007820618,"about_ca_system_score_gemma":0.00001596845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001229244,"about_ca_topic_score_gemma":0.0001932683,"domain_scores_codex":[0.9991848,0.00005767084,0.0002879298,0.00009384073,0.0001049301,0.0002708622],"domain_scores_gemma":[0.9996991,0.00004920358,0.00001715373,0.000169744,0.00001711166,0.00004766727],"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":[0.000004894421,0.00002158961,0.000002391733,0.0002699084,0.00004346337,0.00002473902,0.0009715244,0.9848288,0.01334094,0.000005117174,0.0003068461,0.0001797495],"study_design_scores_gemma":[0.0004318322,0.00001745351,0.00004101474,0.0002734339,0.00004907145,0.00005370666,0.001442785,0.9786932,0.00885663,0.00003544508,0.009816063,0.000289398],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9382579,0.002659183,0.04900371,0.0001788061,0.005908014,0.0002639361,0.0003089528,0.00136969,0.002049789],"genre_scores_gemma":[0.9965336,0.002972301,0.00005204086,0.00002199981,0.0001139811,0.00003314326,0.00008531145,0.00005189093,0.0001357497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05827567,"threshold_uncertainty_score":0.664638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01734638485449326,"score_gpt":0.2001891408548586,"score_spread":0.1828427560003653,"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."}}