{"id":"W4410438655","doi":"10.1016/j.fusengdes.2025.115145","title":"The Fusion Fuel Cycle Simulator — towards integrated dynamic process simulation of fusion fuel cycles","year":2025,"lang":"en","type":"article","venue":"Fusion Engineering and Design","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nuclear Laboratories; Atomic Energy (Canada)","funders":"","keywords":"Fusion; Process (computing); Fusion power; Computer science; Fuel cycle; Dynamic simulation; Nuclear engineering; Simulation; Automotive engineering; Environmental science; Plasma; Engineering; Nuclear physics; Physics; Operating system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001264202,0.0007640393,0.0007316878,0.000571007,0.0003820564,0.0009768993,0.001719684,0.001110436,0.003095726],"category_scores_gemma":[0.002138528,0.0005500173,0.0007790235,0.0008292426,0.0004933359,0.001049577,0.0009792644,0.001372606,0.0006387234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009338159,"about_ca_system_score_gemma":0.001998383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01116366,"about_ca_topic_score_gemma":0.005349212,"domain_scores_codex":[0.999521,0.0001439924,0.00001948364,0.00003595452,0.00023261,0.00004695923],"domain_scores_gemma":[0.9995035,0.0001928045,0.00002520824,0.00008007557,0.0001576236,0.00004071359],"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":[0.00007782847,0.0000411307,0.0006643447,0.00006418704,0.00003354677,0.00003384271,0.00005338855,0.9654391,0.004335221,0.01530099,0.001618327,0.01233803],"study_design_scores_gemma":[0.00002446993,0.00001799785,0.00007379414,0.0000062428,0.00000386298,0.000006572591,0.000005648173,0.9908445,0.001380437,0.002103516,0.005527516,0.000005299404],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08337734,0.0005656586,0.8773505,0.0004663202,0.0001761877,0.0004053489,0.002474282,0.008853254,0.0263312],"genre_scores_gemma":[0.5251622,0.0009542153,0.4609235,0.0001955198,0.0000612462,0.0009232572,0.003897567,0.001461796,0.006420754],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01116366,"threshold_uncertainty_score":0.02219737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008565100370448499,"score_gpt":0.2661685573719053,"score_spread":0.2576034570014568,"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."}}