{"id":"W4214920246","doi":"10.1109/mpe.2021.3134149","title":"Integration of Small Modular Reactors Into Renewable Energy-Based Standalone Microgrids: An Energy Management Perspective","year":2022,"lang":"en","type":"article","venue":"IEEE Power and Energy Magazine","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Renewable energy; Greenhouse gas; Environmental economics; Environmental science; Wind power; Diesel fuel; Electricity generation; Electricity; Business; Engineering; Waste management; Power (physics); Economics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005187872,0.0006483508,0.000789889,0.0008036122,0.0004107749,0.00008869737,0.0005880484,0.0001660297,0.0004187116],"category_scores_gemma":[0.0000168765,0.0006514661,0.0002460341,0.0009439148,0.0001978579,0.0002832471,0.0002359471,0.0001923165,0.000002651078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007130406,"about_ca_system_score_gemma":0.000151856,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1471661,"about_ca_topic_score_gemma":0.03416762,"domain_scores_codex":[0.9959115,0.0005756539,0.0008896142,0.001143974,0.0007799054,0.0006993191],"domain_scores_gemma":[0.9977317,0.00007769202,0.0004078946,0.001107501,0.0003290007,0.0003462163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005759403,0.000981216,0.00007176473,0.00006352298,0.0005357256,0.000217679,0.001004284,0.5902317,0.2640447,0.1272662,0.004508308,0.01049888],"study_design_scores_gemma":[0.003370302,0.001630392,0.0002183436,0.000115285,0.0002177562,0.00007841559,0.003288443,0.03199405,0.1968095,0.006862655,0.753968,0.001446836],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3515791,0.01096045,0.336916,0.000845171,0.007672992,0.0004187986,0.0003756844,0.001428484,0.2898033],"genre_scores_gemma":[0.9783867,0.000313025,0.002489783,0.0004500566,0.0002412448,0.0002775836,0.0004209925,0.0001643481,0.01725625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7494597,"threshold_uncertainty_score":0.9995937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009943653112893032,"score_gpt":0.2198776772848513,"score_spread":0.2099340241719583,"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."}}