81

Papers

7/7

Roadblocks Active

0

Connections

This paper attempts to build a mathematical rule for predicting when a plasma-like system switches between stable states, starting from how far the system sits from a critical boundary and then adding geometric factors like direction and curvature. The geometry-aware version is the first to achieve a positive validation score in the author's own testing framework, but the framework itself ('Holosphere theory') is non-standard and self-referential. There is no code, no independent dataset, and no comparison to established plasma disruption models, making the claimed relevance to fusion disruption prediction essentially unverifiable.

██████████ 0.6 plasma-disruption Peer-reviewed

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A companion deposit to the above paper with the same core findings: a geometry-augmented switching law derived from a proprietary reduced-dynamics framework achieves a positive validation score for the first time after distance-only models produced negative scores. The duplication of this Zenodo deposit and the absence of any shared code or benchmark comparison against real tokamak disruption data limit any practical value for fusion disruption prediction. The relevance to ELM control is similarly asserted rather than demonstrated.

██████████ 0.4 elm-control Peer-reviewed

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This paper applies geometric analysis to NASA Cassini thermal data to argue that Saturn's hexagonal polar vortex boundary coincides with a zero-crossing of the temperature field's Laplacian, which the authors equate to a Ricci scalar. The approach involves no fluid dynamics simulation and no comparison to established vortex or plasma turbulence models. Any relevance to fusion turbulence modeling is extremely indirect — this is planetary atmospheric science with borrowed geometric language.

██████████ 0.3 turbulence-modeling Peer-reviewed

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This is a computational fluid dynamics paper studying how microscale rotational effects (micropolarity) and viscoelastic relaxation jointly affect drag forces inside a cavity flow, using a finite element method. It is the most methodologically conventional paper in today's set, but it addresses industrial viscous flows rather than fusion plasma turbulence. The connection to tokamak turbulence modeling exists only at the broadest level of fluid simulation methodology.

██████████ 0.3 turbulence-modeling Peer-reviewed

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This paper proposes a speculative 'theory of everything' built on a scalar potential field and time-symmetric differential equations, integrating Vedic philosophical concepts. There are no experiments, no empirical data, no standard peer review, and no connection to plasma physics or fusion engineering. It appears in the pipeline because of superficial keyword overlap and should be disregarded for any fusion research purpose.

██████████ 0.2 turbulence-modeling Peer-reviewed

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This is a theoretical and philosophical paper analyzing why energy injected into one mode of a nonlinear lattice fails to spread quickly to other modes — a classic problem in mathematical physics. The author uses a framework called Trojan Universality Class to explain the long-lived metastable states observed in the original 1950s computer experiment. There is no fusion content; the very weak pipeline relevance score reflects only a generic connection to nonlinear dynamics.

██████████ 0.2 turbulence-modeling Peer-reviewed

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This paper reanalyzes published quantum chemistry data on 13-atom metal clusters, classifying their electronic gap properties using a proprietary four-axis geometric rule that achieves a correlation of r=0.98 within the author's own classification scheme. The connection to first-wall materials for fusion is extremely tenuous — understanding transition metal electronic structure could in principle inform materials selection, but this paper provides no such bridge and involves no fusion-relevant testing conditions.

██████████ 0.2 first-wall-materials Peer-reviewed

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This preprint demonstrates mathematically that magnetic field measurements outside a source cannot uniquely reconstruct the internal magnetization distribution, a fundamental limitation for stray field sensing. For fusion, the marginal relevance is that HTS magnets produce stray fields that need to be characterized, and inversion ambiguity could affect diagnostics. However, the paper does not address superconducting magnets or tokamak environments, so the connection is generic.

██████████ 0.2 hts-magnets Peer-reviewed

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This paper uses 2D stochastic lattice simulations with a novel 'observer-coupled' parameter to show that localized vortex-like structures can persist and survive within specific parameter windows. The framework is non-standard and the connection to plasma turbulence is speculative at best — the pipeline appears to have scored it on the basis of vortex dynamics language. No code or data are shared.

██████████ 0.2 turbulence-modeling Peer-reviewed

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This paper proposes a dissipative field theory of quantum measurement with a 10-millisecond collapse timescale derived from a nonlinear reaction-diffusion equation. It is a speculative quantum foundations paper with no empirical validation, no code, and no connection to plasma physics or fusion disruptions beyond the loosest keyword matching. Its presence in this digest reflects a false positive in the pipeline scoring.

██████████ 0.1 plasma-disruption Peer-reviewed

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