Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling | Paper Citation Record

Observation 9c7387e3-3c4c-487d-af63-c6ad3ec757d9 · outbound

This paper cites Overview of the SPARC tokamak.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Overview of the SPARC tokamak

Reference 1

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Observation 88125de0-265f-49fc-b523-c3081e25fe54 · outbound

This paper cites Fusion reactor plasma-performance mod- eling: POPCON analysis.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Fusion reactor plasma-performance mod- eling: POPCON analysis

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:44:34.577864Z

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Observation 1da5c25b-fe49-4360-b15d-90fbcc34cefd · outbound

This paper cites Start-up requirements and current-drive issues for a pulsed DEMO, and po- tential implications for power output to the grid.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Start-up requirements and current-drive issues for a pulsed DEMO, and po- tential implications for power output to the grid

Reference 4

Resolution: verified exact; doi, observed 2026-08-07T04:44:31.777855Z

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Observation 5e9ecd9c-f18a-4b7c-bb4d-3e7c10a9be2a · outbound

This paper cites ARC: A compact, high-field, fusion nuclear science facility and demon- stration power plant with demountable magnets.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling ARC: A compact, high-field, fusion nuclear science facility and demon- stration power plant with demountable magnets

Reference 5

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Observation 6ebb4707-9a4a-45f5-8d1c-e72822ea193c · outbound

This paper cites Radiative pulsed L-mode operation in ARC-class reactors.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Radiative pulsed L-mode operation in ARC-class reactors

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T04:44:23.357559Z

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Observation ddbdb5f4-2c42-4d42-9d51-bdaecf319e9a · outbound

This paper cites MANTA: A Negative-Triangularity NASEM-Compliant Fusion Pilot Plant.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling MANTA: A Negative-Triangularity NASEM-Compliant Fusion Pilot Plant

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-08-07T04:44:31.507129Z

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Observation 67ffe01a-c2f5-41a0-b9c5-1e4f92611569 · outbound

This paper cites Chapter 2: Plasma confinement and transport.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Chapter 2: Plasma confinement and transport

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:44:34.198140Z

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Observation a4243ea6-ce12-4508-93e4-c9be0e9165f7 · outbound

This paper cites Scalings for tokamak energy confinement.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Scalings for tokamak energy confinement

Reference 9

Resolution: verified exact; doi, observed 2026-08-07T04:44:31.252982Z

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Observation 35acdda8-350f-42e2-93f4-e393e675020a · outbound

This paper cites ITER L mode confinement database.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling ITER L mode confinement database

Reference 10

Resolution: verified exact; doi, observed 2026-08-07T04:44:30.936219Z

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Observation 6d2badd7-e0a1-43f8-a75e-e9aeadb697b4 · outbound

This paper cites Power requirement for accessing the H-mode in ITER.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Power requirement for accessing the H-mode in ITER

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T04:44:24.016375Z

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Observation a84dbd1b-089f-41b3-a38b-813925618770 · outbound

This paper cites Experimental evidence for the key role of the ion heat channel in the physics of the L–H transition.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Experimental evidence for the key role of the ion heat channel in the physics of the L–H transition

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:44:34.053848Z

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Observation 1ac30bcf-1160-4480-9aee-e96c32801388 · outbound

This paper cites Overview of the SPARC physics basis towards the exploration of burning-plasma regimes in high-field, compact tokamaks.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Overview of the SPARC physics basis towards the exploration of burning-plasma regimes in high-field, compact tokamaks

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T04:44:24.753209Z

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Observation f85d2d4d-bb38-4d98-b643-fe987a492fc2 · outbound

This paper cites Predictions of core plasma performance for the SPARC toka- mak.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Predictions of core plasma performance for the SPARC toka- mak

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T04:44:24.860888Z

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Observation ffbee04e-828a-448d-990d-306e9e5b431e · outbound

This paper cites Nonlinear gyrokinetic predictions of SPARC burning plasma profiles enabled by surrogate modeling.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Nonlinear gyrokinetic predictions of SPARC burning plasma profiles enabled by surrogate modeling

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:44:33.824384Z

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Observation 8f4689e9-d882-46d5-879e-3992fe8fc1ac · outbound

This paper cites cfs-energy/cfspopcon: v7.0.1.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling cfs-energy/cfspopcon: v7.0.1

Reference 16

Resolution: verified exact; raw_fallback, observed 2026-08-07T04:44:32.167481Z

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Observation 17ed4e9a-7e39-4616-9736-dc0b65a0082e · outbound

This paper cites The SPARC Primary Reference Discharge defined by cfsPOPCON.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling The SPARC Primary Reference Discharge defined by cfsPOPCON

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-07T04:44:30.563877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c4155d54-10b4-442d-82d2-cbd3b5e38138 · outbound

This paper cites Basic physical processes and reduced models for plasma detachment.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Basic physical processes and reduced models for plasma detachment

Reference 18

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Observation 50cda025-9f2c-4dbd-ab42-c4f84edfa5e3 · outbound

This paper cites Divertor enrichment of recycling impurity species (He, N2, Ne, Ar, Kr) in ASDEX Upgrade H-modes.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Divertor enrichment of recycling impurity species (He, N2, Ne, Ar, Kr) in ASDEX Upgrade H-modes

Reference 19

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Observation 54f7d7aa-becb-4658-818b-596311733763 · outbound

This paper cites Projections of H-mode access and edge pedestal in the SPARC tokamak.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Projections of H-mode access and edge pedestal in the SPARC tokamak

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T04:44:25.610535Z

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Observation f56c823f-2876-45ce-8ada-a98c64e3af89 · outbound

This paper cites Isotope scaling of the H mode power threshold on JET.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Isotope scaling of the H mode power threshold on JET

Reference 21

Resolution: verified exact; doi, observed 2026-08-07T04:44:30.423398Z

Source-reported events for the cited work

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Observation 9a837d2f-e9db-400d-ba44-29f945ccaef6 · outbound

This paper cites Enhancing predictive capabilities in fusion burning plasmas through surrogate-based optimization in core transport solvers.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Enhancing predictive capabilities in fusion burning plasmas through surrogate-based optimization in core transport solvers

Reference 22

Resolution: malformed identifier; no resolver link, observed 2026-08-07T04:44:25.866739Z

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Observation 40f3242e-42c8-4e26-a149-5998691717cf · outbound

This paper cites Scaling of density peaking in H-mode plasmas based on a combined database of AUG and JET observations.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Scaling of density peaking in H-mode plasmas based on a combined database of AUG and JET observations

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:44:33.643559Z

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Observation 380bcc5f-e2f2-46e7-9827-3567b46e837a · outbound

This paper cites Review of the NLTE-5 kinetics workshop.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Review of the NLTE-5 kinetics workshop

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:44:33.447791Z

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Observation a3434535-24ac-4319-9698-d7155d88eda4 · outbound

This paper cites Physics basis for the ICRF system of the SPARC tokamak.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Physics basis for the ICRF system of the SPARC tokamak

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T04:44:26.449452Z

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Observation b5dff97e-e662-4c26-8dd6-0336f38e857b · outbound

This paper cites A new look at density limits in tokamaks.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling A new look at density limits in tokamaks

Reference 26

Resolution: verified exact; doi, observed 2026-08-07T04:44:30.314783Z

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Observation ef47b668-c720-4037-8bb3-75eb63f0768e · outbound

This paper cites Power requirements for superior H-mode confinement on Alcator C-Mod: experiments in support of ITER.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Power requirements for superior H-mode confinement on Alcator C-Mod: experiments in support of ITER

Reference 27

Resolution: verified exact; doi, observed 2026-08-07T04:44:30.225709Z

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Observation 27a2a725-e58a-4951-a5b7-238faefd3ab2 · outbound

This paper cites The updated ITPA global H-mode confinement database: description and analysis.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling The updated ITPA global H-mode confinement database: description and analysis

Reference 28

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Observation 993708d5-a16b-463e-a03d-548224454529 · outbound

This paper cites url: https://docs.scipy.org/doc/ scipy/reference/optimize.minimize-powell.html (visited on 01/26/2025).

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling url: https://docs.scipy.org/doc/ scipy/reference/optimize.minimize-powell.html (visited on 01/26/2025)

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:44:33.278736Z

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Observation 1fbe06af-5cc7-4d29-b439-8be763c9bdbd · outbound

This paper cites BoTorch: A Framework for Efficient Monte-Carlo Bayesian Optimization.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling BoTorch: A Framework for Efficient Monte-Carlo Bayesian Optimization

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T04:44:27.183551Z

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Observation 051dd009-7077-4ec4-8f6b-633863352170 · outbound

This paper cites pabloprf/MITIM-fusion.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling pabloprf/MITIM-fusion

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:44:33.126396Z

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Observation 7ef6fe2b-18f7-4c8e-83f8-ddb1900d2408 · outbound

This paper cites Enhancing predictive capabilities in fusion burning plasmas through surrogate-based optimization in core transport solvers.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Enhancing predictive capabilities in fusion burning plasmas through surrogate-based optimization in core transport solvers

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T04:44:27.496090Z

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Observation 533de946-005f-4800-ab81-87aacc5f0257 · outbound

This paper cites Unexpected improvements to expected improvement for bayesian opti- mization.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Unexpected improvements to expected improvement for bayesian opti- mization

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:44:32.799930Z

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Observation 7f04d949-36c9-4bc0-80a7-cc91098126a8 · outbound

This paper cites L–H transition studies on DIII-D to determine H-mode access for operational scenarios in ITER.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling L–H transition studies on DIII-D to determine H-mode access for operational scenarios in ITER

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:44:32.594379Z

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Observation 6a70b340-2605-40d5-9b72-3910ff8a1b17 · outbound

This paper cites L–H power threshold studies in JET with Be/W and C wall.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling L–H power threshold studies in JET with Be/W and C wall

Reference 36

Resolution: malformed identifier; no resolver link, observed 2026-08-07T04:44:28.408666Z

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Observation d783449d-1938-40bf-b86d-eba99cea7a63 · outbound

This paper cites Roles of aspect ratio, absolute B and effective Z of the H-mode power threshold in tokamaks of the ITPA database.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Roles of aspect ratio, absolute B and effective Z of the H-mode power threshold in tokamaks of the ITPA database

Reference 37

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Observation 4d224d38-78fe-442c-9779-75b6b7804b16 · outbound

This paper cites L to H mode transition: on the role of Zeff.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling L to H mode transition: on the role of Zeff

Reference 38

Resolution: verified exact; doi, observed 2026-08-07T04:44:30.090741Z

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Observation df2ab894-6ded-45fe-9b1e-055c303e72dc · outbound

This paper cites Investigation of the critical edge ion heat flux for L-H transitions in Alcator C-Mod and its dependence on B T.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Investigation of the critical edge ion heat flux for L-H transitions in Alcator C-Mod and its dependence on B T

Reference 39

Resolution: verified exact; doi, observed 2026-08-07T04:44:30.006333Z

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Observation 68acd710-14fa-4e2a-9bae-5f4df6d48515 · outbound

This paper cites 1088 / 0029 - 5515 / 51 / 10 / 103020.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling 1088 / 0029 - 5515 / 51 / 10 / 103020

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T04:44:28.075320Z

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Observation e6cb4629-6424-4b8a-9cfa-6ec9ec33a59d · outbound

This paper cites Integrated Modeling of SPARC H-mode Scenarios: Exploration of the Impact of Modeling Assumptions on Predicted Performance.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Integrated Modeling of SPARC H-mode Scenarios: Exploration of the Impact of Modeling Assumptions on Predicted Performance

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T04:44:29.402218Z

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Observation 2223281b-f420-4efe-bc34-1411dfefee94 · outbound

This paper cites A first-principles predictive model of the pedestal height and width: development, testing and ITER optimization with the EPED model.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling A first-principles predictive model of the pedestal height and width: development, testing and ITER optimization with the EPED model

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T04:44:29.634348Z

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Observation 2a3d2d68-1a71-4111-8ccf-ec3827a099fc · outbound

This paper cites Self-consistent core-pedestal transport simulations with neural network accelerated models.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Self-consistent core-pedestal transport simulations with neural network accelerated models

Reference 44

Resolution: verified exact; doi, observed 2026-08-07T04:44:29.746966Z

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Observation d8b6f562-bbc9-4514-92fc-05d2aaea9d71 · outbound

This paper cites an unresolved cited work.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Unresolved cited work

Reference 45

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Observation 8bea6743-5ed5-48cd-abeb-9f8425f63c46 · outbound

This paper cites H-mode physics of near double null plasmas in MAST and its applications to other tokamaks.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling H-mode physics of near double null plasmas in MAST and its applications to other tokamaks

Reference 46

Resolution: verified exact; doi, observed 2026-08-07T04:44:29.940303Z

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Observation 4cd68ff0-63cd-4643-815a-137ab715826f · outbound

This paper cites Multi-Fidelity Predictive Core Performance Modeling for an ARC Power Plant.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Multi-Fidelity Predictive Core Performance Modeling for an ARC Power Plant

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:44:32.356293Z

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Observation fc81b53e-067f-44de-98fd-b37e915a6349 · outbound

This paper cites doi: 10.1002/ctpp.201610034.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling doi: 10.1002/ctpp.201610034

Reference 533

Resolution: verified exact; doi, observed 2026-08-07T04:44:29.883880Z

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Observation 89925e36-286f-41f5-b0a9-d3ee33c09675 · outbound

This paper cites Enhancing predictive capabilities in fusion burning plasmas through surrogate-based optimization in core transport solvers.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Enhancing predictive capabilities in fusion burning plasmas through surrogate-based optimization in core transport solvers

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-07T04:44:27.608857Z

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Observation aceb7c50-8b73-4bc6-8a27-463ea2442b7a · outbound

This paper cites an unresolved cited work.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Unresolved cited work

Reference 2024

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:44:32.982955Z

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Observation 66a5ce18-a171-4d67-b3a3-b72d42ef67d7 · outbound

This paper cites Integrated Modeling of SPARC H-mode Scenarios: Exploration of the Impact of Modeling Assumptions on Predicted Performance.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling Integrated Modeling of SPARC H-mode Scenarios: Exploration of the Impact of Modeling Assumptions on Predicted Performance

Reference 2025

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T04:44:29.810499Z

Source-reported events for the cited work

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Observation 70d4616c-4835-4700-bb7b-604d181aa22c · outbound

This paper cites 1088 / 0029 - 5515 / 54 / 8 / 083003.

Impact of model uncertainty on SPARC operating scenario predictions with empirical modeling 1088 / 0029 - 5515 / 54 / 8 / 083003

Reference 4326

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