- Independent Researcher, Kobe, Japan
Introduction: We propose a statistical-mechanics–based framework for UV regularization in QED/QFT by introducing energy-dependent transition functions that interpolate fermionic and bosonic components.
Methods: We define logistic transition functions T(E) that continuously exchange degrees of freedom between γ_μ and ω_μ operators, and analyze gauge consistency via the Ward–Takahashi identities and BRST symmetry.
Results: The transition functions act as a smooth, gauge-safe soft cutoff that exponentially suppresses UV contributions while preserving transversality. We illustrate how longitudinal components are cancelled in internal lines without affecting observables.
Discussion: This approach offers a physical (statistical) interpretation of regularization, unifies several phenomena across energy scales, and is compatible with Lorentz and gauge symmetries. Extensions to non-Abelian theories and relations to mass generation mechanisms are outlined.
Rationale: These points correspond to Supplementary sections S9, S11–S19, S20, etc.
1 Introduction
Quantum field theory (QFT) is the common language of modern physics, with applications ranging from particle physics to condensed matter physics. However, high-order perturbative calculations in QED and QCD face serious mathematical difficulties due to ultraviolet divergences [1–5].
Traditionally, ultraviolet divergences in quantum field theory have been controlled by methods such as cutoffs, dimensional regularization, Wilson’s renormalization group, and renormalization, but these methods rely on formal operations and their physical interpretation is not always self-evident’t [6–8]. In particular, Wilson’s renormalization group provides a powerful framework for explaining scale-dependent effective theories, statistical mechanics phase transitions, and the asymptotic freedom of quantum chromodynamics, but computational complexity and the lack of statistical mechanical perspective remain challenges [8, 9]. For instance, while understanding of the confinement phenomenon in QCD has advanced through lattice gauge theory using the renormalization group, there are limitations in the intuitive description of non-perturbative regions.
This research is a substantially revised and academically reconstructed version of a series of previous publications by the author [10–12, 12]. In this paper, we refer to this framework as Fermion–Boson Duality QED (abbreviated as FBD-QED). This research proposes a new solution to this problem from a statistical mechanical perspective. We introduce the concept of a transition function that depends on energy scale to dynamically change the statistical properties of particles, describing a phenomenon where particles that behave as fermions at low energies transition to bosonic properties at high energy regions, and conversely, photons that behave as bosons at low energies exhibit fermionic properties at high energies. This concept of statistical phase transition aligns with recent trends attempting to explain diverse physical systems by extending the Fermi-Dirac distribution.
Originally proposed as a model for electron gas, the Fermi-Dirac distribution has been observed and utilized in various environments, including analog gravity systems using water waves [14], non-Hermitian mesoscopic rings [15], and semiconductor devices [16]. This research extends the concept of “environment-dependent deformed distribution functions” to high-energy physics, exploring applications not only for ultraviolet divergences in QED but also for non-abelian gauge theories like QCD.
Conventionally, fermions (like electrons) and bosons (like photons) have been considered distinct particles with exclusive statistics. However, this research examines the possibility that statistical properties may change dynamically depending on energy scales. Specifically, we assume that electrons, which behave as fermions at low energies, exhibit bosonic behavior at high energies, and conversely, photons undergo a dual transition to fermionic aspects.
When transition functions are incorporated into QED amplitude calculations, contributions from the ultraviolet region naturally attenuate, suppressing divergences. Using the electron self-energy as a concrete example, we numerically evaluate how the introduction of transition functions converges divergent integrals to finite values. This approach may open a path to physically regularizing QFT without introducing arbitrary cutoffs or renormalization constants.
From a statistical mechanical perspective, it is not uncommon for the macroscopic behavior of particle ensembles to undergo qualitative changes due to energy. In Cooper pair formation in superconductivity, electrons, which are fermions, effectively become bosonized and condense [17, 18]. Statistical properties are also known to be modified by thermal corrections in finite temperature field theory. This research extends these analogies to extremely high energies approaching the Planck scale, examining scenarios where particle statistics themselves are transformed.
This paper addresses the following topics:
1. Mathematical formulation of fermion-boson duality and transition functions
2. Extension of QED using bosonic gamma matrices
3. Natural regularization of ultraviolet divergences using transition functions and numerical verification
4. Physical implications and future prospects of the proposed model
In Section 2 we explain in detail the duality and the transition functions, while Section 3 constructs the extended QED. Section 4 demonstrates the effectiveness of the method through an explicit calculation of the electron self-energy, and Section 5 concludes by summarizing the significance of this work and the remaining open problems. A more detailed mathematical and physical justification of our approach is provided in the Supplementary Material; a concise overview is given in Supplementary Material. The Supplementary Material discusses, in depth, the validity of the two-dimensional Lorentz transformation, the physical basis of spin–statistics separation, the interpretation of the bosonic tensor Mathematica
code used for the numerical calculations.
In this article and its Supplementary Material we prove that the extended QED/QCD with transition functions is exactly compatible with both the Ward–Takahashi identities and BRST symmetry. Specifically,
This paper, we have proven in the appendices that the extended QED/QCD with transition functions is strictly compatible with Ward-Takahashi identities and BRST symmetry. Specifically:
These results demonstrate that the transition function framework provides a robust theoretical foundation that suppresses ultraviolet divergences while preserving gauge symmetry.
This research is positioned at the intersection of QFT and statistical mechanics, approaching mathematical challenges in high-energy physics through the new perspective of energy scale-dependent statistical transitions. This viewpoint is expected to have ripple effects on phase transition research in complex systems, deepening understanding of “statistical transitions” as universal phenomena transcending material hierarchy.
2 Theoretical framework of fermion-boson duality
2.1 A new understanding of statistical properties: “Separation” of spin and statistics
One of the fundamental principles of quantum mechanics is the spin-statistics theorem, which connects a particle’s spin with its statistical nature. According to this theorem, particles with half-integer spin (e.g.,
However, the fermion-boson duality theory proposed in this research considers the possibility that a particle’s statistical properties may “separate” from its intrinsic spin under specific conditions. In this model, four basic states are possible for electrons and photons, with two basic states for each particle:
1. Fermionic electron: Has spin
2. Bosonic electron: Has spin one and follows bosonic statistics
3. Fermionic photon: Has spin
4. Bosonic photon: Has spin one and follows bosonic statistics
This framework relaxes the conventional constraint that spin and statistics must strictly follow different representations of the Lorentz group, modeling energy-dependent changes in statistics as an effective theory approach. For example, in superconductivity, spin
In this theoretical framework, spin and statistics are treated as independent characteristics that can change depending on energy scales and physical conditions. In the low-energy limit, electrons behave as fermionic electrons and photons as bosonic photons, consistent with conventional quantum field theory. However, in the high-energy limit, electrons may transition to bosonic electrons and photons to fermionic photons.
To represent these states, we define the total state vector of the system as in Equation 1.
where:
The visualization of this state is shown in Figure 1.

Figure 1. Conceptual diagram of statistical transition in FBD-QED. (Top) Conventional theory considers only one type each for electrons and photons, but (bottom) FBD-QED proposes that there exist four types: [fermionic type/bosonic type] for electrons and [fermionic type/bosonic type] for photons, totaling four types, which can switch depending on energy scale. While conventional supersymmetry (SUSY) theory [20, 21] requires new particles and higher-dimensional spaces, FBD-QED models statistical transition within the same particle inspired by semiconductor theory.
Table 1 shows correspondence examples of the four elementary particle states.
The complete quantum state of each particle is expressed as an energy-dependent linear combination of these basis states:
Here,
2.1.1 Reality of “bosonic electrons” and “fermionic photons” is understood as effective hybrid states
The reality and observability of “bosonic electrons” and “fermionic photons” in our model are redefined as follows:
1. Atomic interiors as ultra-high pressure/superconducting environments
The Coulomb field around atomic nuclei gives electrons an effective pressure equivalent to
2. Statistical transitions as effective hybrid states
In these extreme environments, electrons (spin
3. Pauli exclusion principle is preserved
Since the fermionic component
4. Phase transition phenomena during observation
When electrons or photons escape from atoms, the ultra-high pressure environment is instantly lost, and like ice melting into water in an instant, the statistics immediately return to their standard forms (fermionic electrons/bosonic photons). Therefore, detectors only detect normal electrons and photons.
Therefore, our model does not claim that electrons become pure bosons inside atoms, but rather that they behave as hybrid quasiparticles with finite fermionic components, thus not destroying the structure of the periodic table or chemical bonding.
2.2 Introduction of transition functions and their physical meaning
Transition functions are mathematical tools that quantify the transition of a particle’s statistical properties accompanying energy changes, defined as follows:
These parameters have the following physical meanings:
It is notable that
Transition functions satisfy the following conservation laws:
These equations show that the sum of fermionic and bosonic components within the same particle species is always 1, describing the transition of statistical properties with energy changes in a consistent manner.
Figure 2 conceptually shows the four-quadrant representation of transition functions. Furthermore, Figure 3 demonstrates the continuous redistribution of four-component probabilities during actual energy sweeping. Here, the

Figure 2. Four-quadrant representation of transition functions. The right column shows fermionic components

Figure 3. Transition probabilities when energy TransitionFunction_Visualizer_ver2.nb
”.
2.3 Relationship between transition functions and the Hill–Wheeler equation
The transition function
It has the same form as the normal Fermi–Dirac distribution
This perspective naturally explains changes in statistical properties in high-energy regions, and the utility of this interpretation is demonstrated in the numerical analysis discussed later.
2.4 Correspondence with semiconductor physics
In semiconductor physics, electron states are described using Fermi-Dirac statistics, explaining phenomena such as band gaps and carrier transport in statistical mechanical terms [16]. This research connects this framework with fermion-boson duality theory, proposing the following correspondence:
Fermionic electron
Fermionic photon
Bosonic photon
Bosonic electron
As shown in Figure 4, electrons and holes have a mutually dual relationship, and from this correspondence, the following important points are derived:

Figure 4. The upper panel shows the energy band diagram of p-type and n-type semiconductors. The lower panel illustrates the distribution and density of states for fermionic electrons
Using this approach, it may be possible to construct equations that avoid infinities in vacuum polarization, electron self-energy, and vertex corrections without artificial regularization.
Note that the state referred to as the “intermediate region” in this paper is a mixed statistics where fermionic component
2.5 Boundary conditions and region characteristics of transition functions
2.5.1 Theoretical background and positioning
The division of degrees of freedom according to energy scale has been discussed for a long time in (i) BCS theory [36]; [17] where low-temperature Fermi systems exhibit boson condensation behavior, (ii) the rapid change of effective degrees of freedom near transition scales shown by Wilson’s successive integration-type renormalization group [9] and Miransky scaling [37]; [38], and (iii) asymptotic freedom in QCD [39]; [40]. The novelty of this research lies in extending the concept of these “multi-scale effective theories” to energy-dependent transitions of spin and statistics, constructing the theory based on the following three regions:
The characteristic boundary conditions and behavior in each region of the energy dependence of transition functions can be summarized as follows:
1. Low energy region
In this region, electrons behave as fermions and photons as bosons, reproducing the conventional quantum electrodynamics (QED) picture.
2. High energy region
Here, statistics are inverted, with electrons showing bosonic properties and photons showing fermionic properties. This transition contributes to the suppression of ultraviolet divergence.
3. Transition region
2.5.2 Specific form of transition functions
The transition functions used in this research are
Since the transition functions in Equation 7 are logistic,
The dimensionless procedure and physical unit restoration method are detailed in Section 4.5.
Implementation results are detailed in Section 4.5 and Section 6 [Zenodo DOI 10.5281/zenodo.15825707 (Version 4)].
2.5.3 Universality and model dependence
The mathematical form (S-curve shape) of transition functions is universal, but the specific numerical values vary greatly depending on physical situations. This is similar to how “Fermi distribution functions have the same S-shape for both electrons and holes, but the temperature and chemical potential values differ for each material.”
Universal aspects:
Model-dependent aspects: The specific numerical values of parameters
This shows a hierarchical structure, suggesting that different statistical transitions may occur at different energy scales.
Determination method for each theory: When applying to new physical theories,
1. Comparison with experimental data: Fit S-curves to scattering experimental data in the energy region treated by that theory
2. Numerical simulations: Directly calculate statistical transition behavior through lattice calculations, etc.
3. Theoretical consistency: Confirm consistency with known physical laws (energy conservation, gauge symmetry, etc.)
Understanding through familiar examples: This is similar to how “water’s boiling point changes with atmospheric pressure (87°C on Mount Fuji), but the boiling phenomenon itself (liquid
2.6 Realization examples in condensed matter physics
The validity of this theory (FBD-QED) is supported by the following phenomena in condensed matter physics:
These examples support the concept that changes in statistical properties dependent on energy scales, as proposed in this theory, are applicable not only to high-energy physics but also to condensed matter physics.
3 Bosonic gamma matrices and extended quantum electrodynamics
To incorporate the concept of fermion-boson duality introduced in the previous section into the framework of quantum field theory, an extension of the conventional Dirac equation is necessary. In this section, we introduce bosonic gamma matrices to realize this extension and construct an extended quantum electrodynamics Lagrangian based on them.
3.1 Introduction of bosonic gamma matrices
In this research, to describe the transformation of statistics from fermions to bosons, we introduce new bosonic gamma matrices
Here,
This specific substitution can be represented using an appropriate unitary transformation
With this definition, the bosonic gamma matrices corresponding to a particle directed along the
These bosonic gamma matrices satisfy the following important anticommutation relations:
Here,
The explicit matrix representation of bosonic gamma matrices is given by:
This matrix structure enables the description of particles incorporating both bosonic and fermionic properties in the extended Lagrangian shown in Section 3.2.
For details of this calculation, please refer to the Mathematica code and calculation results available from the Zenodo repository provided in Section 6.
3.2 Lagrangian of extended quantum electrodynamics
3.2.1 Four basis states
The fermion/boson four components of “electron (e)” and “photon
where
3.2.2 Definition of transition functions
Scalar functions
are called “transition functions.” In the low-energy limit
3.2.3 Extended Lagrangian
With the ordinary Dirac matrices
where
3.2.4 Electron (fermion) kinetic term:
3.2.5 Electron (boson) kinetic term:
3.2.6 Boson field kinetic term:
3.2.7 Fermion field kinetic term
The term
3.2.7.1 Behavior in low and high energy limits
3.2.7.2 Preservation of gauge invariance
Under the usual
3.2.7.3 Physical implications
1. Ultraviolet divergences in both electron and photon loops are exponentially suppressed
2. The
3. One-to-one correspondence with QCD extension (Supplementary Material) can be constructed.
3.3 Theoretical basis for bosonic kinetic term
The bosonic kinetic term
1. Significance of (First-Derivative Form [51])
In the same spirit that Dirac’s equation “elevated the second-derivative Schrödinger equation to first-derivative to succinctly describe relativistic fermions,” this research rewrites the second-derivative Klein-Gordon equation [4, 52–56] in first-derivative form, unifying fermions and bosons with
a single first-order operator
This approach offers several advantages:
1. Legendre transformations and propagator structures become uniform for all field types, simplifying calculations,
2. Ultraviolet degrees are aligned, making divergence forms easier to control (Section 4.5 confirms that conventional
3. Statistical phase transitions can be continuously described as smooth changes in
In other words, it is a new notation that describes all the “dance” of electrons and photons in one-step (first-derivative) steps.
a. A concise proof that fermions and bosons can be unified in a single equation
Define the equation of motion as
1. In the low-energy limit
2. In the high-energy limit
Thus, it is demonstrated that both fermion and boson limits can be continuously obtained from the single Equation 16.
b. Advantage of Legendre transformations and propagators having “the same form”
Viewing Equation 16 as
As shown in Equation 17, the coefficients are independent of
Similarly, the Fourier transform of the equation of motion is
obtained with a one-pattern inverse matrix. If
In summary,
This is like consolidating separate “tools” for electrons (fermions) and photons (bosons) into a single universal wrench, greatly simplifying theoretical calculations.
Benefits of Having Only 2 Physical Degrees of Freedom—Simplicity Without Gauge Fixing As shown in Equation 19,
so the equation of motion
In essence,
4 Automatic avoidance of ultraviolet divergence—natural regularization by transition functions
In this section, we demonstrate how the transition functions
4.1 Vacuum polarization
The vacuum polarization tensor in standard QED is given by Equation 20 [1, 4, 52–54, 62–66]:
which has a divergence proportional to
As
4.2 Electron self-energy
In a scalar toy model (omitting spinor traces), the standard self-energy is given by Equation 22 [4, 52–54, 62–64, 67–69]:
Inserting transition functions for both electrons and photons gives Equation 23
As
4.3 Vertex correction
One-loop vertex function (scalar approximation) [4, 44, 52–54, 62–65, 70] is given by Equation 24:
With similar substitutions, we obtain Equation 25:
In the
4.4 Specific form of transition functions
At
Summary: For vacuum polarization, self-energy, and vertex correction, all integrals have “transition functions cubed or less” as exponential decay factors, automatically converging without introducing cutoffs or renormalization constants. This is the core result of “statistical regularization.”
In other words, whereas the conventional theory predicts a divergence as the separation approaches zero, the model proposed herein suppresses this singularity to a finite value through the transition mechanism. This idea is illustrated in Figure 5.

Figure 5. Comparison of conventional theory (top) and this research’s theory (bottom). Conventionally, force becomes infinite at distance
4.5 Numerical calculation example of electron self-energy correction and natural regularization by transition functions
This calculation verifies the effect of transition function
4.5.1 Numerical calculation as a toy model and its results
Electron self-energy is a typical example of QED one-loop corrections that diverges as global momentum
4.5.1.1 Exact expression and simplification
Standard QED electron self-energy is given by Equation 27:
To demonstrate the core of the calculation method, we simplify by:
a. Spinor structure
b. Omitting gauge fixing term
c. 4-dimensional integral
d. Fixing external momentum
reducing to the scalar toy model in Equation 28:
With
reproducing divergent growth (see Equation 29).
4.5.1.2 Introduction of transition functions
Modeling statistical phase transition with
and applying it to internal lines of both electrons and photons gives Equation 30
With the same parameters, numerical integration yields Equation 31
showing
Note: The numerical values in this section are rough estimates from deterministic one-dimensional integration toy models, and statistical confidence intervals (
4.5.1.3 Parameter sensitivity
Results with varying transition width
4.5.1.4 Theoretical consistency
making any gauge parameter
Thus, transition functions have been numerically verified to play the role of “naturally” cutting off ultraviolet divergence.
4.5.2 Physical interpretation of transition function parameters
The parameters
4.5.2.1 Discussion
As shown in Table 4,
4.5.2.1.1 Physical Insights and Condensed Matter Analogies.
The magnitude of the parameter
When
**Similar Examples in Condensed Matter:** Metal-insulator transitions where metals suddenly become insulators, or ferromagnetic transitions where magnetic properties are suddenly lost [72].
When
**Physical Consequences:** - Divergence suppression also becomes gradual, with intermediate statistical mixed states existing widely - The region where fermionic and bosonic components coexist expands - Example: Phenomena where photons partially exhibit fermionic properties become more observable.
**Similar Examples in Condensed Matter:** BCS-BEC crossover in superconductors [41] (where properties of electron pairs change continuously), or smooth transitions to quark-gluon plasma [73].
The value of
**Scattering Experiments:** Using experimental apparatus with good energy resolution to precisely measure the energy dependence of scattering cross-sections, estimating
**Semiconductor Analogy:** The same statistical analysis used in semiconductors to measure changes in electron concentration while varying temperature Street [74] can be applied. Energy replaces temperature, and statistical component ratios replace electron concentration.
Key points: Small
From the above interpretation, it is understood that
4.5.2.2 Practical procedures for parameter extraction
1. Experimental Method: Possibilities in High-Energy Scattering Experiments
a. In electron-positron collision experiments
b. By comparing with conventional theory predictions
c. The energy where
In actual physics, analogies with semiconductor bandgap measurements would be useful. In semiconductors, established techniques exist for determining the central energy of bandgaps (corresponding to
4.5.2.3 Physical image of convergence by statistical transition
This research’s fermion-boson duality theory naturally suppresses divergence in high-energy regions through energy-dependent transition of particle statistics.
Figure 4 shows the energy band diagram, density of states, and distribution function of fermionic electrons. At the Fermi energy
Figure 5 compares conventional QED models with this framework. In conventional models, interactions of fermionic electrons (eF) or bosonic photons
Conventional renormalization theory derives effective physical quantities through infinite-infinite subtraction, ignoring the physical reality that existence probability at high energies follows
4.5.2.4 Scale setting and dimensionless analysis
The numerical examples in this section (1) adopt natural units
The integration variable
4.5.2.5 Quantitative relationship between transition width and UV suppression
Since the high-momentum asymptotic behavior of the transition function is
That is
As shown in Equation 34,
5 Conclusions and outlook
In this work we introduced a transition function
5.1 Key achievements
1. Statistical removal of UV divergences
By multiplying the fermion and boson propagators with the logistic transition function
we rendered finite all one–loop integrals for the electron self-energy, vacuum polarization, and vertex corrections. Because the Ward identity
2. Mechanism for mass and longitudinal degrees of freedom
The energy–momentum tensor
3. Step toward non-Abelian gauge theories and the mass gap
As shown in Supplementary Material, Section 6, extending the same transition function to quarks and gluons yields an
5.2 Future prospects
Higher-order calculations (two loops and beyond) of the transition-function
By fitting the threshold
A unified treatment of thermodynamic and geometric entropy may connect this framework to black-hole evaporation and early- Universe inflation.
By comparing fermion
The toy model in this paper only treated deterministic integrals. In the future, we plan to use Monte Carlo integration and Bayesian error propagation to estimate posterior distributions of
5.3 Summary
The transition-function framework reinterprets the traditional “mathematical tricks” of regularization and renormalization as a statistical-mechanical process, thereby opening a new path for simultaneous control of UV divergences, mass generation, and gauge symmetry. The results presented here constitute a conceptual blueprint, and a rich program of higher-order theory, numerical implementation, and experimental confrontation is expected to promote a multifaceted bridge between high-energy and statistical physics.
6 Attached mathematica programs
The Mathematica code and calculation results (PDF files) used in this research are available from the following repository:
Below is a brief explanation of the calculation content of the two MATHEMATICA programs included in the repository.
6.1 ElectronSelfEnergy_Regularization.nb
This program implements a toy model for calculating electron self-energy in simplified 4-dimensional Euclidean space. It verifies the method of suppressing divergence in high-energy regions using transition function
This demonstrates that the introduction of transition functions suppresses contributions from high momentum regions, yielding finite values without renormalization.
6.2 omega_matrix_properties.nb
This program defines standard 4
6.3 TransitionFunction_Visualizer.nb
This notebook is a visualization tool that generates probability distributions of the four components
Data availability statement
All Mathematica codes and numerical outputs used to reproduce the figures and calculations are provided as Supplementary Material and in a public repository (Zenodo, DOI: 10.5281/zenodo.15825707).
Author contributions
HM: Conceptualization, Methodology, Software, Validation, Formal analysis, Investigation, Data curation, Writing – original draft, Writing – review and editing, Visualization.
Funding
The author(s) declare that no financial support was received for the research and/or publication of this article.
Acknowledgments
In conducting this research, email discussions with university professors and associate professors specializing in particle physics had a decisive influence on the concept of fermion-boson duality that forms the core of this paper. I deeply appreciate the many insights into the mathematical structure and physical meaning of the theory gained through in-depth discussions with both professors. I would also like to thank ChatGPT-3 and Claude 3.7 Sonnet for their assistance with translation and editing in compiling and presenting the research results.
Conflict of interest
The author declares that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Generative AI statement
The author(s) declare that Generative AI was used in the creation of this manuscript. During manuscript preparation the author used two large-language-model assistants--OpenAI ChatGPT (model o3, April 2025) and Anthropic Claude Sonnet 3.7--solely for linguistic polishing (grammar, wording, and concision) and for drafting brief summaries. The AI tools did not generate or alter any scientific concepts, analyses, equations, or conclusions. All intellectual content, data interpretation, and final decisions are entirely the author's responsibility.
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Supplementary material
The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fphy.2025.1618853/full#supplementary-material
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Keywords: fermion-boson duality, statistical regularization, ultraviolet divergence, Ward-Takahashi identity, BRST symmetry, phase transition
Citation: Maruyama H (2025) Proposal for statistical mechanics-based UV regularization using fermion-boson transition functions. Front. Phys. 13:1618853. doi: 10.3389/fphy.2025.1618853
Received: 27 April 2025; Accepted: 21 July 2025;
Published: 24 September 2025.
Edited by:
Jisheng Kou, Shaoxing University, ChinaReviewed by:
Saravana Prakash Thirumuruganandham, SIT Health, EcuadorNavjot Hothi, University of Petroleum and Energy Studies, India
Copyright © 2025 Maruyama. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
*Correspondence: Hirokazu Maruyama, ZXRjdHJhbnNmb3JtYXRpb25AamNvbS56YXEubmUuanA=