{"id":"W4405185231","doi":"10.1109/mele.2024.3473270","title":"Hydrogen Deployment Strategies With a Nuclear-Renewable Hybrid Energy System: Simulation for the evaluation of hydrogen deployment within nuclear-renewable systems.","year":2024,"lang":"en","type":"article","venue":"IEEE Electrification Magazine","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Software deployment; Renewable energy; Modular design; Hydrogen technologies; Hydrogen; Environmental science; Hydrogen fuel; Environmental economics; Grid; Hydrogen storage; Computer science; Implementation; Systems engineering; Process engineering; Engineering; Hydrogen economy; Chemistry; Electrical engineering; Operating system","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":[0.0003263412,0.0003882735,0.0004253328,0.0002983567,0.0004724392,0.0006333735,0.0006547515,0.0009996912,0.005150834],"category_scores_gemma":[0.001006342,0.0002097925,0.0005696,0.0003567167,0.0003902472,0.000655981,0.0006425128,0.0007931643,0.0002972653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007664191,"about_ca_system_score_gemma":0.0008095198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01492342,"about_ca_topic_score_gemma":0.01569265,"domain_scores_codex":[0.9999087,0.00003184324,0.000004244226,0.00001165287,0.00002417283,0.0000192855],"domain_scores_gemma":[0.9995232,0.0003141963,0.00003212368,0.00002638358,0.00006615314,0.00003801084],"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":[0.00007474454,0.00006438272,0.001393926,0.00004659785,0.00001869353,0.00007870834,0.00005104695,0.9918414,0.001012807,0.00260639,0.0006623847,0.002148887],"study_design_scores_gemma":[0.00002437999,0.00004291985,0.0003142116,0.000006494311,0.000006772041,0.000009047908,0.00004345001,0.9975636,0.0004322039,0.0006211096,0.0009303875,0.000005348692],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8284812,0.0006401645,0.08583223,0.001349043,0.0002206558,0.0002845227,0.002619705,0.0005367984,0.08003575],"genre_scores_gemma":[0.9834515,0.0001856837,0.01178433,0.00007538722,0.000008957026,0.0001306545,0.0003911479,0.00003886657,0.003933561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01492342,"threshold_uncertainty_score":0.0296731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02934809361988203,"score_gpt":0.2696348635162768,"score_spread":0.2402867698963948,"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."}}