{"id":"W4416078324","doi":"10.1109/pesgm52009.2025.11225598","title":"Real-Time Digital Twin: An Advanced Concept for Modeling SMRs","year":2025,"lang":"","type":"article","venue":"","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Emulation; Modular design; Context (archaeology); Instrumentation (computer programming); Control (management); User interface","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":[0.0005912785,0.0005624769,0.0003203566,0.0003867651,0.0002156618,0.0008839302,0.001005508,0.0005727638,0.002590535],"category_scores_gemma":[0.0009951276,0.0002453802,0.0003996607,0.0003292738,0.0008042441,0.001803,0.0009361093,0.0007565297,0.0006701797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003291273,"about_ca_system_score_gemma":0.0004709249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005284079,"about_ca_topic_score_gemma":0.000409741,"domain_scores_codex":[0.9997258,0.00008518044,0.00001192289,0.0000368592,0.0001249541,0.00001540025],"domain_scores_gemma":[0.9997678,0.00006860936,0.00002753885,0.00006122868,0.00005674328,0.00001804074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001768741,0.00005279371,0.0009167682,0.0002618951,0.00003397188,0.0002405578,0.0003784449,0.5085322,0.05989365,0.3393053,0.002124128,0.08808342],"study_design_scores_gemma":[0.0000172785,0.0001477619,0.000147154,0.00002682005,0.00001380332,0.0001883892,0.00006461153,0.9245402,0.01825227,0.0183777,0.03820519,0.00001884575],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006445645,0.0001112906,0.988883,0.00005432197,0.00004777184,0.00002432512,0.00002870472,0.0003636223,0.004041452],"genre_scores_gemma":[0.4309961,0.001077459,0.5530772,0.0001141559,0.00009032718,0.0002115722,0.0002055273,0.000342208,0.0138855],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002590535,"threshold_uncertainty_score":0.008666217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01677051205494324,"score_gpt":0.2600919046262909,"score_spread":0.2433213925713477,"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."}}