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REVIEW 4 major objections 4 minor 97 references

A novel view of the flavor-singlet spectrum from multi-flavor QCD on the lattice

T0 review · 4 major / 4 minor · reviewed 2026-08-15 · deepseek-v4-flash

Pith's one-line read Lattice simulations of SU(3) gauge theory with 4, 8, and 12 light fermions find that the flavor-singlet pseudoscalar mass obeys $M_{\eta'}^2\cdot 8t_0\simeq (2.5)^2, (5.0)^2, (7.5)^2$, matching the anti-Veneziano prediction…

desk verdict The eta-prime n_f^2 scaling is a genuine and useful observation, but the quoted numbers lack uncertainties and the single-pole extraction in the conformal Nf=12 theory needs scrutiny. read the letter →

arxiv 2505.08658 v1 pith:4PA4PVE5 submitted 2025-05-13 hep-lat hep-phhep-th

classification hep-lathep-phhep-th PACS 11.15.Ha12.38.Gc
keywords latticeQCDflavor-singletmesonseta-primemassanti-Venezianolimitgradientflowwalkingtechnicolorconformalwindowtopologicalchargedensity
verification ladder T0 review T1 audit T2 compute T3 formal

The pith

A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.

The reading

The paper uses first-principles lattice simulations to compare SU(3) gauge theories with 4, 8, and 12 light fermion flavors, focusing on the flavor-singlet mesons that are invisible in conventional quark-antiquark analyses. Its central claim is that the mass of the flavor-singlet pseudoscalar, the $\eta'$, is set almost entirely by the chiral anomaly and obeys a clean counting law: $M_{\eta'}^2\cdot 8t_0\simeq (2.5)^2$, $(5.0)^2$, $(7.5)^2$ for $N_f = 4, 8, 12$, independent of the fermion mass, i.e. $M_{\eta'}^2/\Lambda_{\rm IR}^2\sim n_f^2$ with $n_f=N_f/N_c$. This 'anti-Veneziano' scaling, the regime of many flavors per color in the large-$N_c$ limit, is the opposite of the familiar suppression of the $\eta'$ mass at small $N_f/N_c$, and it only becomes visible when masses are normalized by the gradient-flow scale $1/\sqrt{8t_0}$ rather than by hadronic masses such as $M_\rho$. The same data also refine the case that the eight-flavor theory walks, with a scalar meson $\sigma$ as light as the pion that could serve as a composite Higgs, while the twelve-flavor theory sits in the conformal window with $M_\sigma

What carries the argument

The object that carries the argument is the two-point correlator of the topological charge density, $q(x)=\frac{1}{32\pi^2}\epsilon_{\mu\nu\rho\sigma}\mathrm{Tr}\,G_{\mu\nu}G_{\rho\sigma}$, averaged over all point pairs at each separation $r=|x-y|$ and smeared by the gradient flow. Because this purely gluonic operator does not couple to pions, the correlator is dominated by the flavor-singlet pseudoscalar, and the mass is extracted by fitting to the single-particle form $C(r)=\frac{A}{r^{3/2}}\left(1+\frac{3}{8r}\right)e^{-M_{\eta'}r}$ over a plateau in both the distance window and the smearing scale. The theoretical template is the Ward–Takahashi identity for the flavor-singlet axial current: in the anti-Veneziano limit, the regime $N_c\to\infty$ with $N_c\alpha$ and $n_f=N_f/N_c$ fixed and large, the fermion-loop diagram dominates the anomaly correlator and yields $M_{\eta'}^2/\Lambda_{\rm IR}^2\sim n_f^2$, the law the data confirm. For the scalar channel, the corresponding machinery is the scale-symmetry Ward–Takahashi identity condensed into the fit form $M_\sigma^2 = d_0 + d_1 M_\pi^2$, whose slope $d_1$ is linked to the mass anomalous dimension through $d_1=(1+\gamma_m)/(3-\gamma_m)$ and to the dilaton decay constant through $F_\sigma/(F_\pi/\sqrt2)=C_{\gamma_m}/\sqrt{d_1}$.

What would settle it

Fit the same correlators with a spectral function that includes a continuum or a second state and check whether the quoted $M_{\eta'}$ values and the $1:4:9$ pattern survive; or extract $M_{\eta'}$ on the same ensembles from the disconnected fermionic axial-current correlator and require agreement with the gluonic-operator result.

Watch

Extended reading notes

Core claim

The authors' central claim, in their own terms, is that the anomalous part of the $\eta'$ mass in large-$N_f$ SU(3) gauge theory obeys the anti-Veneziano scaling law $M_{\eta'}^2/\Lambda_{\rm IR}^2\sim n_f^2$, and that the lattice data realize this law when the infrared scale is chosen to be the gradient-flow scale, $\Lambda_{\rm IR}=1/\sqrt{8t_0}$. Concretely, they find $M_{\eta'}^2\cdot 8t_0\simeq (2.5)^2$ for $N_f=4$, $(5.0)^2$ for $N_f=8$, and $(7.5)^2$ for $N_f=12$, with no significant fermion-mass dependence within each theory, so the ratios of the three values are $1:4:9$, matching $(N_f/N_c)^2$. The same normalized quantity is flat and ordered only in this scale: using $M_\rho$ as the reference scale destroys the pattern, which the authors read as evidence that the $\eta'$ mass is anchored to a gluonic infrared scale that tracks the number of flavors, rather than to the chiral-symmetry-breaking scale.

Load-bearing premise

The load-bearing premise is that the topological charge density correlator is dominated by a single $\eta'$ pole over the fitted distance and smearing windows; if a continuum or unparticle component contributes, the extracted exponential mass is a window-dependent effective quantity and the $n_f^2$ scaling could be an artifact of the fitting procedure rather than a property of the theory.

Editorial extensions

If this is right

  • The $\eta'$ mass in multi-flavor SU(3) theories is fixed by the flavor content: $M_{\eta'}^2\cdot 8t_0\simeq 2.5^2\,(N_f/4)^2$, a parameter-free target for any theory with a given $N_f/N_c$.
  • The scaling is invisible when hadronic reference scales such as $M_\rho$ are used, so comparisons of many-flavor spectra must be anchored to a gluonic scale like $1/\sqrt{8t_0}$ rather than to hadron masses.
  • The eight-flavor walking scenario survives the new lightest-mass ensemble: $M_\sigma\lesssim M_\pi$, $d_1\simeq 1$, and $F_\sigma/(F_\pi/\sqrt2)\simeq 4$, keeping $\sigma$ viable as a composite-Higgs dilaton.
  • The twelve-flavor theory shows $M_\sigma<M_\pi$ with $d_1\simeq 0.71$, consistent with a pseudo-dilaton picture inside the conformal window, where $\sigma$ is a pseudo-Nambu–Goldstone boson of scale symmetry but $\pi$ is not.

Reading between the lines

Editorial extensions of the paper, not claims the author makes directly.

  • If the $n_f^2$ pattern survives the continuum limit, it gives model builders a sharp diagnostic: near-conformal composite-Higgs candidates with $N_f/N_c\simeq 3$ should carry an anomalously heavy flavor-singlet pseudoscalar, about three times heavier (nine times in squared mass) than the four-flavor case in units of $1/\sqrt{8t_0}$.
  • The single-pole fit implies a definite value of the topological susceptibility in each theory; measuring $\chi_{\rm top}$ directly from the flowed gauge configurations and checking $\chi_{\rm top}\sim n_f^2$ would independently test the assumption that underlies the mass extraction.
  • The contrast between $M_\rho$-normalization, which fails, and $1/\sqrt{8t_0}$, which succeeds, suggests the $\eta'$ mass is tied to a glueball-like scale that responds to flavor count differently from chiral-breaking scales; testing the same scaling against the string tension or glueball masses would clarify which gluonic scale the $\eta'$ actually tracks.
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Editorial analysis

A structured set of objections, weighed in public.

Desk editor's note, referee report, and a circularity audit.

Referee Report

4 major / 4 minor

Summary. The manuscript reports a lattice study of SU(3) gauge theory with Nf = 4, 8, and 12 flavors of HISQ fermions, focusing on the flavor-singlet scalar and pseudoscalar channels. It presents an updated Nf = 8 ensemble at mf = 0.009, new Nf = 4 scalar data, chiral extrapolations of the Nf = 8 spectrum, a comparison of the scalar mass against the WT-identity form M_sigma^2 = d0 + d1 M_pi^2, and the flavor-singlet pseudoscalar mass extracted from the topological-charge correlator. The central new result is Eq. (5.10), restated as Eq. (6.2): M_eta'^2 * 8t0 is reported to be approximately (2.5)^2, (5.0)^2, and (7.5)^2 for Nf = 4, 8, and 12, respectively, independent of the fermion mass, and this is interpreted as evidence for anti-Veneziano n_f^2 scaling. The paper also interprets the Nf = 8 scalar as a walking-technicolor dilaton candidate and compares the Nf = 12 scalar with the conformal-phase expectation M_sigma < M_pi.

Significance. If the n_f^2 scaling of M_eta'^2 * 8t0 is robust, the paper provides a new nonperturbative scaling law connecting the flavor-singlet pseudoscalar mass to the gradient-flow scale across theories with different fermion content, which would be valuable for composite-Higgs model building and for benchmarks of near-conformal gauge theories. The paper's strengths include the use of a common lattice setup for all three theories, high-statistics ensembles, a gluonic operator that avoids pion contamination in the eta-prime channel, public data and workflow release (Ref. [73]), and detailed comparisons with LSD collaboration data. However, the flagship scaling claim currently rests on a single-lattice-spacing determination with an unvalidated single-pole spectral ansatz, and it is quoted without uncertainties; the sigma/dilaton interpretation also relies on a model-dependent relation that is partly circular in the gamma_m comparison.

major comments (4)
  1. [Sec. V, Eq. (5.8) and Appendix D] The extraction of M_eta' is based entirely on fitting the topological-charge correlator to the single free-propagator form C(r) = (A/r^1.5)(1+3/8r)e^{-M r}. In the Nf = 12 theory the paper itself states in Secs. I and II C that all bound states are non-relativistic 'unparticles' and that no bound states exist in the chiral limit, so the spectral function is not guaranteed to be a single delta function. The plateau checks in Fig. 17 and Appendix D cover only the limited distance window r in [7, 12] lattice units and a narrow smearing interval; a continuum or unparticle component can produce a slowly varying effective mass that looks flat over this range without implying a pole. The authors should provide a spectral-function reconstruction or an alternative multi-component/continuum fit, and show explicitly that the fitted exponential corresponds to a pole mass rather than a window-dependent effective mass.
  2. [Sec. V, Eq. (5.10), and Sec. VI] The values (2.5)^2, (5.0)^2, and (7.5)^2 in Eq. (5.10) and Eq. (6.2) are quoted without statistical or systematic uncertainties, so the claimed 1:4:9 ratios cannot be quantitatively assessed. In addition, the eta-prime data are taken at a single lattice spacing for each Nf, with no continuum extrapolation; the paper itself states in Sec. VI that continuum and chiral extrapolations are needed. As written, Eq. (5.10) describes a finite-lattice-spacing, fixed-smearing-window result, not a continuum scaling law. The authors should quote uncertainties and explicitly qualify the result as a single-spacing observation pending continuum and chiral extrapolations.
  3. [Sec. IV C, Eq. (2.42), and Table VIII] The values of gamma_m inferred from the d1 fits in Table VIII are obtained by inverting Eq. (2.42), which follows from the holographic/linear-sigma-model relation F_sigma^2 = (3-gamma_m)^2 (Nf/2)(F_pi/sqrt2)^2. Comparing those gamma_m values with the hyperscaling values is therefore not an independent check of the model relation; it only tests consistency under that model assumption. For Nf = 12 the agreement between gamma_m = 0.66(31) and the hyperscaling interval 0.4-0.5 is acceptable, but the text should state that this comparison is contingent on Eq. (2.42), not a derivation of it.
  4. [Sec. V, Eq. (5.10) vs. Fig. 21] Eq. (5.10) writes M_eta'^2 * 8t0, while Fig. 21 and definition (2.23) plot (M_eta'^2 - M_pi^2) * 8t0. At the simulated pion masses for Nf = 4 and Nf = 8, M_pi^2 * 8t0 is not negligible, so the constants (2.5)^2, (5.0)^2 and (7.5)^2 cannot simultaneously describe both quantities unless M_eta'^2(anomalous) is explicitly identified with the difference. The text and the figure must be made consistent.
minor comments (4)
  1. [Sec. II C, before Eq. (2.41)] The sentence 'For Nf = 8, this gives a result consistent with Eq. (2.40), as remarked on in Ref. [16].' is repeated verbatim twice in the same paragraph and should be reduced to a single occurrence.
  2. [Sec. II C, before Eq. (2.58)] The phrase 'loop expansion expansion parameter' contains a duplicated word and should read 'loop expansion parameter'.
  3. [Appendix D heading] The heading 'Fits of the flavor-singlet psudoscalar' contains a typo; 'psudoscalar' should be 'pseudoscalar'.
  4. [Fig. 17 caption] The caption quotes sqrt(8t0) = 7.2680(99) without stating the units; if this is in lattice units the text should say so explicitly, as is done for other quantities.

Circularity Check

0 steps flagged · score 0.0 of 10

No significant circularity: the n_f^2 scaling is an independently measured lattice ratio compared with an analytic large-N_c expectation, not a fitted-input restatement.

full rationale

The central claim, Eq. (5.10) and Eq. (6.2), is an observed lattice ratio: M_eta' is extracted by fitting the topological-charge-density correlator to the single-particle form Eq. (5.8), while t0 is an independently measured gluonic gradient-flow scale. Neither M_eta' nor t0 is adjusted to enforce the n_f^2 pattern, and the paper explicitly shows that the scaling fails when M_rho is used as the IR scale (Fig. 19), so the choice of 1/sqrt(8t0) is not a tautological rescaling. The n_f^2 expectation in Eq. (2.23) is an analytic large-N_c 'anti-Veneziano' counting result from Ref. [12]; although one author of the present paper is a coauthor of that reference, the paper restates the WT-identity derivation in Sec. II, and the lattice data are external to that derivation, making the citation independent support rather than a self-citation that supplies the conclusion. The d1-gamma_m comparison in Sec. IV and Table VIII is also a cross-check, not a derivation: d1 is fitted from M_sigma^2 versus M_pi^2, gamma_m is obtained from finite-size hyperscaling, and Eq. (2.42) is an assumed model relation from linear sigma/holographic calculations; the consistency of the two estimates does not feed back into the eta' claim. The paper's own caveats about the absence of continuum extrapolations, the single lattice spacing per N_f, and the single-pole ansatz in the conformal N_f=12 theory are correctness and systematics risks, not circular reductions, because they do not make the fitted quantities equal to the claimed prediction by construction.

Assumptions & free parameters 5 free parameters · 5 assumptions · 0 invented entities

No new particles or forces are introduced; sigma and eta-prime are standard QCD flavor-singlet states. The walking-technicolor/Higgs interpretation maps sigma to a technidilaton, which is an interpretation of an existing state, not a new entity.

free parameters (5)
  • d1 (slope in M_sigma^2 = d0 + d1 M_pi^2) = Nf=4: 3.5(1.1); Nf=8: 1.01(20); Nf=12: 0.712(229)
    Fit parameter in Eq. (4.1) from chiral extrapolation of M_sigma vs M_pi^2 for each Nf; central to the sigma/dilaton interpretation.
  • d0 (intercept in M_sigma^2 = d0 + d1 M_pi^2) = Nf=4: -0.039(54); Nf=8: -0.0066(62); Nf=12: 0.0030(202)
    Fit intercept in Eq. (4.1); negative for Nf=4,8, interpreted via chiral log effects in Sec. IV C.
  • gamma_m from finite-size hyperscaling fit = Nf=8: 1.0830(11); Nf=12: 0.4395(20)
    Fit to L sqrt(8t_E) curve collapse with an ad hoc exponential form in Sec. III A; used to interpret d1 and the walking/conformal picture.
  • c0, c1 in M_sigma = c0 + c1 mf (Nf=8) = c0=0.0526(184), c1=7.35(96)
    Empirical linear chiral extrapolation of the sigma mass, Table VI.
  • M_eta' fit parameters A and M in Eq. (5.8) = per ensemble, not tabulated globally
    Fitted from the topological charge correlator at each mf and Nf, with Bayesian priors and plateau selections; systematic error estimated from fit range and smearing variations (Sec. V).
assumptions (5)
  • domain assumption Anti-Veneziano limit (Nc -> infinity, nf fixed) and fermion-loop dominance in the axial anomaly correlator.
    Used to derive n_f^2 scaling of the anomalous eta-prime mass, Eq. (2.21)-(2.23), following Ref. [12].
  • domain assumption Single-pole dominance in the axial and scale WT identities, Eqs. (2.17), (2.33), and (2.35).
    Needed to relate M^2_eta' and M^2_sigma to correlators and derive the mass formulae (2.23) and (2.36).
  • domain assumption The gradient flow scale 1/sqrt(8t0) at E = 0.3 provides a common IR scale across phases and Nf values.
    Used to normalize masses across theories, Eq. (2.8)-(2.10); no continuum extrapolation is performed.
  • domain assumption HISQ staggered fermion simulations have small enough taste breaking that fourth-root and taste artifacts do not distort the flavor-singlet spectrum.
    Basis for comparing Nf = 4, 8, 12 spectra; taste breaking discussed in Appendix C.
  • domain assumption The topological charge density correlator is saturated by the eta-prime single-particle pole in the fitted windows, Eq. (5.8), including in the conformal Nf = 12 theory.
    Needed to extract M_eta'; the paper itself notes bound states may be non-relativistic unparticles in the conformal window, Sec. II C.

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Pith. "Pith review of A novel view of the flavor-singlet spectrum from multi-flavor QCD on the lattice." pith.science (2026). https://pith.science/paper/4PA4PVE5

@misc{pith2026250508658,
  author       = {Pith},
  title        = {Pith review of: A novel view of the flavor-singlet spectrum from multi-flavor QCD on the lattice},
  year         = {2026},
  howpublished = {\url{https://pith.science/paper/4PA4PVE5}},
  note         = {Machine review of arXiv:2505.08658}
}
abstract

SU(3) gauge theories with increasing number of light fermions are the templates of strongly interacting sectors and studying their low-energy dynamics and spectrum is important, both for understanding the strong dynamics of QCD itself, but also for discovering viable UV completions of beyond the Standard Model physics. In order to contrast many-flavors strongly interacting theories with QCD on a quantitative footing, we use Lattice Field Theory simulations. We focus on the study of the flavor-singlet spectrum in the scalar and pseudoscalar channels: this is an interesting probe of the dynamics of the strongly interacting sector, as reminded by the QCD case with the $f_0(500)$ ($\sigma$) and $\eta^\prime$ mesons. The hierarchy of the spectrum of a strongly coupled new gauge sector of the Standard Model defines the potential reach of future colliders for new physics discoveries. In addition to a novel hierarchy with light scalars, introducing many light flavors at fixed number of colors can influence the dynamics of the lightest flavor-singlet pseudoscalar. We present a complete lattice study of both these flavor-singlet channels on high-statistics gauge ensembles generated by the LatKMI collaboration with 4, 8, and 12 copies of light mass-degenerate fermions. We also present other hadron masses on the lightest ensemble for $N_f=8$ generated by the LatKMI collaboration and discuss the chiral extrapolation of the spectrum in this particular theory. We contrast the results to $N_f=4$ simulations and previous results of $N_f=12$ simulations.

Figures

Figures reproduced from arXiv: 2505.08658 by the authors.

Figure 1
Figure 1. FIG. 1. The loop diagrams contributing to the correlation function of [PITH_FULL_IMAGE:figures/full_fig_p009_1.png] view at source ↗
Figure 2
Figure 2. FIG. 2. The ratio [PITH_FULL_IMAGE:figures/full_fig_p018_2.png] view at source ↗
Figure 3
Figure 3. FIG. 3. The hadronic energy scale 1 [PITH_FULL_IMAGE:figures/full_fig_p018_3.png] view at source ↗
Figures from the paper (41 more)
Figure 4
Figure 4. Figure 4: FIG. 4. The result of the finite-size hyperscaling analysis for [PITH_FULL_IMAGE:figures/full_fig_p020_4.png]
Figure 5
Figure 5. Figure 5: FIG. 5. Left: Chiral extrapolations of [PITH_FULL_IMAGE:figures/full_fig_p024_5.png]
Figure 6
Figure 6. Figure 6: FIG. 6. Chiral extrapolations of Σ = [PITH_FULL_IMAGE:figures/full_fig_p025_6.png]
Figure 7
Figure 7. Figure 7: FIG. 7. Chiral extrapolations of [PITH_FULL_IMAGE:figures/full_fig_p025_7.png]
Figure 8
Figure 8. Figure 8: FIG. 8. The effective [PITH_FULL_IMAGE:figures/full_fig_p027_8.png]
Figure 9
Figure 9. Figure 9: FIG. 9. The chiral extrapolation of [PITH_FULL_IMAGE:figures/full_fig_p027_9.png]
Figure 10
Figure 10. Figure 10: FIG. 10. The chiral extrapolation of [PITH_FULL_IMAGE:figures/full_fig_p027_10.png]
Figure 11
Figure 11. Figure 11: FIG. 11. Effective masses for the [PITH_FULL_IMAGE:figures/full_fig_p029_11.png]
Figure 12
Figure 12. Figure 12: FIG. 12. The fermion mass dependence of [PITH_FULL_IMAGE:figures/full_fig_p030_12.png]
Figure 13
Figure 13. Figure 13: FIG. 13. Results for [PITH_FULL_IMAGE:figures/full_fig_p031_13.png]
Figure 14
Figure 14. Figure 14: FIG. 14. Results for [PITH_FULL_IMAGE:figures/full_fig_p031_14.png]
Figure 15
Figure 15. Figure 15: FIG. 15. The ratio [PITH_FULL_IMAGE:figures/full_fig_p033_15.png]
Figure 16
Figure 16. Figure 16: FIG. 16. The ratio [PITH_FULL_IMAGE:figures/full_fig_p034_16.png]
Figure 17
Figure 17. Figure 17: FIG. 17. The [PITH_FULL_IMAGE:figures/full_fig_p037_17.png]
Figure 18
Figure 18. Figure 18: FIG. 18. The flavor-singlet scalar and pseudoscalar spectrum compared to flavor-non-singlet pseu [PITH_FULL_IMAGE:figures/full_fig_p038_18.png]
Figure 19
Figure 19. Figure 19: FIG. 19. Comparison of the results for [PITH_FULL_IMAGE:figures/full_fig_p038_19.png]
Figure 20
Figure 20. Figure 20: FIG. 20. Comparison of the flavor-singlet pseudoscalar mass for [PITH_FULL_IMAGE:figures/full_fig_p039_20.png]
Figure 21
Figure 21. Figure 21: FIG. 21. Comparison of the difference [PITH_FULL_IMAGE:figures/full_fig_p039_21.png]
Figure 22
Figure 22. Figure 22: FIG. 22. Updated figures for [PITH_FULL_IMAGE:figures/full_fig_p049_22.png]
Figure 23
Figure 23. Figure 23: FIG. 23. Same figure as Fig [PITH_FULL_IMAGE:figures/full_fig_p049_23.png]
Figure 24
Figure 24. Figure 24: FIG. 24. Chiral extrapolations for [PITH_FULL_IMAGE:figures/full_fig_p050_24.png]
Figure 25
Figure 25. Figure 25: FIG. 25. Same figure as Fig [PITH_FULL_IMAGE:figures/full_fig_p050_25.png]
Figure 26
Figure 26. Figure 26: FIG. 26. Same figure as Fig [PITH_FULL_IMAGE:figures/full_fig_p050_26.png]
Figure 27
Figure 27. Figure 27: FIG. 27. The ratio [PITH_FULL_IMAGE:figures/full_fig_p051_27.png]
Figure 28
Figure 28. Figure 28: FIG. 28. Comparison of the flavor-singlet scalar mass and the vector meson mass between the [PITH_FULL_IMAGE:figures/full_fig_p052_28.png]
Figure 29
Figure 29. Figure 29: FIG. 29. Comparison of the pion decay constant between the LatKMI collaboration and the LSD [PITH_FULL_IMAGE:figures/full_fig_p052_29.png]
Figure 30
Figure 30. Figure 30: FIG. 30. Comparison of the flavor-singlet scalar mass and the vector meson mass between the [PITH_FULL_IMAGE:figures/full_fig_p053_30.png]
Figure 31
Figure 31. Figure 31: FIG. 31. The [PITH_FULL_IMAGE:figures/full_fig_p054_31.png]
Figure 32
Figure 32. Figure 32: FIG. 32. The [PITH_FULL_IMAGE:figures/full_fig_p054_32.png]
Figure 33
Figure 33. Figure 33: FIG. 33. The [PITH_FULL_IMAGE:figures/full_fig_p055_33.png]
Figure 34
Figure 34. Figure 34: FIG. 34. The [PITH_FULL_IMAGE:figures/full_fig_p055_34.png]
Figure 35
Figure 35. Figure 35: FIG. 35. The [PITH_FULL_IMAGE:figures/full_fig_p055_35.png]
Figure 36
Figure 36. Figure 36: FIG. 36. The [PITH_FULL_IMAGE:figures/full_fig_p056_36.png]
Figure 37
Figure 37. Figure 37: FIG. 37. The [PITH_FULL_IMAGE:figures/full_fig_p056_37.png]
Figure 38
Figure 38. Figure 38: FIG. 38. The [PITH_FULL_IMAGE:figures/full_fig_p057_38.png]
Figure 39
Figure 39. Figure 39: FIG. 39. The [PITH_FULL_IMAGE:figures/full_fig_p057_39.png]
Figure 40
Figure 40. Figure 40: FIG. 40. The [PITH_FULL_IMAGE:figures/full_fig_p057_40.png]
Figure 41
Figure 41. Figure 41: FIG. 41. The [PITH_FULL_IMAGE:figures/full_fig_p058_41.png]
Figure 42
Figure 42. Figure 42: FIG. 42. The [PITH_FULL_IMAGE:figures/full_fig_p059_42.png]
Figure 43
Figure 43. Figure 43: FIG. 43. The [PITH_FULL_IMAGE:figures/full_fig_p059_43.png]
Figure 44
Figure 44. Figure 44: FIG. 44. The [PITH_FULL_IMAGE:figures/full_fig_p060_44.png]

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