{"id":"W4413120788","doi":"10.1109/tns.2025.3596969","title":"Real-Time Digital-Twin of Thorium-Based Molten Salt Breeder Reactor for Closed-Loop Controller Testing Applications","year":2025,"lang":"en","type":"article","venue":"IEEE Transactions on Nuclear Science","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Alberta Innovates; Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Nuclear engineering; Thorium; Molten salt; Breeder (animal); Controller (irrigation); Breeder reactor; Materials science; Physics; Nuclear physics; Engineering; Blanket; Metallurgy; Uranium","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003065726,0.000396092,0.0002335846,0.0002417515,0.000134864,0.0003522876,0.0006554158,0.0002476113,0.00255561],"category_scores_gemma":[0.0007038416,0.0001008893,0.0001472394,0.0001270542,0.0001711493,0.0004529654,0.0002539166,0.0002289282,0.0002901625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003022844,"about_ca_system_score_gemma":0.0003454641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006660114,"about_ca_topic_score_gemma":0.0006590887,"domain_scores_codex":[0.999762,0.00004495951,0.00001147483,0.00004073395,0.0001208344,0.00002004635],"domain_scores_gemma":[0.9996781,0.00009324548,0.00004728597,0.00007488327,0.00008711233,0.00001935127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001443801,0.000249262,0.005433916,0.0005176825,0.00005946956,0.0005162444,0.0005020078,0.1030203,0.6887981,0.005901166,0.002379775,0.1911783],"study_design_scores_gemma":[0.00008850016,0.0008278163,0.002246893,0.00001588621,0.00002933908,0.0003159677,0.00004755817,0.4532019,0.5343623,0.0006022722,0.008231468,0.00003002925],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4040276,0.0002033011,0.5806993,0.0001284899,0.0001254669,0.0001640575,0.0001990871,0.005882442,0.008570273],"genre_scores_gemma":[0.9524851,0.00004218717,0.04501298,0.00002451756,0.000007163865,0.00004521941,0.00008769833,0.00007495523,0.002220162],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00255561,"threshold_uncertainty_score":0.008549392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01011885055613192,"score_gpt":0.2337510077032913,"score_spread":0.2236321571471594,"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."}}