{"id":"W4392642661","doi":"10.1109/tec.2024.3375256","title":"Detailed Multi-Domain Modeling and Faster-Than-Real-Time Hardware Emulation of Small Modular Reactor for EMT Studies","year":2024,"lang":"en","type":"article","venue":"IEEE Transactions on Energy Conversion","topic":"Real-time simulation and control systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Emulation; Modular design; Computer science; Domain (mathematical analysis); Embedded system; Computational science; Computer hardware; Operating system","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001261036,0.0002115659,0.0003152229,0.0002500362,0.00008643622,0.00003888776,0.00005653758,0.0001281361,0.00001867503],"category_scores_gemma":[0.000003056359,0.000203698,0.0001578013,0.0001367504,0.00002354177,0.0002209889,0.000001290145,0.00007830506,0.00000936171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009635105,"about_ca_system_score_gemma":0.00001568469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007707186,"about_ca_topic_score_gemma":0.00006428538,"domain_scores_codex":[0.9990262,0.00004364723,0.0003491718,0.0002644777,0.0001391377,0.0001773733],"domain_scores_gemma":[0.9994794,0.000153453,0.0000346889,0.0001560644,0.0001060747,0.00007032292],"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":[0.00007189342,0.00002392966,0.000004096652,0.0002954298,0.0002495951,0.000001906907,0.0005021538,0.8772594,0.1161606,0.00003963449,0.00001325256,0.005378005],"study_design_scores_gemma":[0.00106026,0.00007184046,0.00001151911,0.0002219709,0.00009375562,0.000002151915,0.0003126598,0.9815632,0.01615978,0.0000424106,0.0002737443,0.0001867349],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2789491,0.0003720564,0.7196164,0.00002078686,0.0005041753,0.0001982781,0.00003218454,0.0002433187,0.00006369203],"genre_scores_gemma":[0.9977083,0.0003333806,0.001183837,0.000006962599,0.0000494726,0.00005670452,0.00001722329,0.00005221954,0.0005918522],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7187592,"threshold_uncertainty_score":0.8306565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02475388998740372,"score_gpt":0.2388118551327054,"score_spread":0.2140579651453017,"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."}}