High Energy Physics - Phenomenology · arXiv:hep-ph/0411287 v1 · submitted 22 Nov 2004 · 7 references
Un-integrated PDFs in CCFM
The paper says
“The un-integrated parton distribution functions (uPDFs) obtained from a CCFM evolution are studied in terms of the intrinsic transverse momentum distribution at low scales. The uPDFs are studied for variations of the renormalization and factorization scales.”
from the abstract
Pith says
Machine review · deepseek-v4.1-flash · 13 Nov 2026 · what was read was not recorded · not checked by a person
Reviewed in 2026 with later literature in view.
It can be wrong. Challenge this review or reply to it.
Holds up, with conditions. A short, honest scan of CCFM uPDF variants; the large-kt convergence claim holds, but the low-kt 'window on non-perturbative QCD' is partly a cutoff artifact the paper never separates out. This line is wrong
4 major objections · 9 minor
How often objections from reviews like this one are right: not yet measured
Not checked: figures, code, what the 7 references say.
The paper says, at Section 2 and Table 1
The review did not quote this passage.
Pith says: Objection 1 of 4 · major
The scale-variation study, which is one of the two claims advertised in the abstract, is presented ambiguously. Section 2 states that 'the uPDF was fitted to describe F2 by varying the scale mu_r', so the entries A0- and A0+ (chi2/points 1.75 and 1.3) are meant to be refits at each scale rather than an unabsorbed theory uncertainty.
more of objection 1
However, the fitted parameter p0 barely moves across these rows (0 for A0, -0.01 for both A0- and A0+), while chi2/points degrades from 276/248 to 433/248 and 316/248. Either the refit was performed over a parameter space that does not include the dominant knob, or the quoted numbers are not post-refit values. The manuscript should state explicitly which parameters were re-optimized at each scale, give their fitted values, and make clear that the resulting spread is a fit-quality spread and not a scale-uncertainty band. As written, the reader cannot tell what the scale variation is measuring.
The paper says, at Section 2 and Table 1, set B1
The review did not quote this passage.
Pith says: Objection 2 of 4 · major
The text states that with the alternative factorization-scale definition mu_f = pt/(1-z) 'a reasonable description of the data can be achieved', but the corresponding entry for set B1 in Table 1 gives chi2/points = 702/248 = 2.8, roughly a factor of two worse than B0 (1.4) and worse than every other row in the table.
more of objection 2
This is an internal inconsistency between the text and the table on a point that matters, since the alternative mu_f definition is one of the variations the paper is advertising. Either the claim should be softened to apply only to set A1 (275/248 = 1.1), or the B1 fit should be revisited and the reason for its poor quality explained.
The paper says, at Section 3 and Table 1
The review did not quote this passage.
Pith says: Objection 3 of 4 · major
The conclusion that the small-kt region 'provides new information on the non-perturbative part of the parton density functions' rests on a region whose shape is co-determined by the soft cutoff kcutt and the Gaussian width k0, and the presented sets never vary these two knobs independently: A0 has (k0, kcutt) = (1.33, 1.33) while B0 has (0.8, 0.25).
more of objection 3
The authors already acknowledge that 'the specific choice of the kcutt results in different distributions at small values of kt' and that the visible dip in the upper panel of Fig. 1 'is directly related to kcutt', so the artifact is not hidden. What remains unresolved is the degeneracy: without at least one set that holds kcutt fixed while varying k0 (or the reverse), the low-kt shape cannot be attributed to intrinsic width rather than to the regulator. Adding such a set, or explicitly downgrading the conclusion to a statement about the size of the currently unconstrained region, would make the claim defensible.
The paper says, at Section 3
The review did not quote this passage.
Pith says: Objection 4 of 4 · major
The claim that low kt is a window on non-perturbative QCD is promissory: no observable is exhibited that would actually constrain this region, and the only quantitative statement offered is that all sets describe F2 equally well. Since the paper's own logic is that inclusive F2 is blind to the difference, the natural completion is to name a concrete measurement …
more of objection 4
… that is not blind, for example dijet azimuthal correlations or forward-jet production at HERA, and to state, even qualitatively, how the spread among sets A, B, and GBW would appear there. Without this the reader is asked to accept the existence of new information without being told how it could be extracted.
9 minor objections
The paper says, at Table 1
Pith says: minor objection 1 of 9
The column alignment is broken for the A1 and B1 rows: the A1 row carries an extra entry relative to the header, and the B1 row begins with a stray '1'. The table should be rebuilt so that each row has exactly the columns named in the header.
The paper says, at Section 2 and Table 1 caption
Pith says: minor objection 2 of 9
The collinear cutoff is quoted as Qg = 1.3 GeV in the text of Section 2 and as Qg = 1.33 GeV in the Table 1 caption. These should be made consistent.
show 7 more
The paper says, at Section 2
Pith says: minor objection 3 of 9
The sentence 'The set A- (set B-) correspond to a scale mu_r = 0.5pt and the set A+ (set B+) correspond to a scale mu_r = 2 pt. by: 0.5 * mu_r and 2 * mu_r.' contains a leftover editing fragment ('by: 0.5 * mu_r and 2 * mu_r') and should be rewritten as a single clean sentence.
The paper says, at Section 2, Eq. (7)
Pith says: minor objection 4 of 9
Eq. (7) writes the factorization scale as sqrt(s-hat + Q^2_perp) while the following text defines Q_perp as the transverse momentum, not its square. The notation should be made uniform, and it should be stated explicitly whether s-hat is the invariant mass or its square.
The paper says, at Section 2, Eq. (3)
Pith says: minor objection 5 of 9
The exponent p1 is fixed to 4 without justification. A brief statement of the motivation, or a reference to where this choice was previously made, would help the reader judge how much freedom remains in the starting distribution.
The paper says, at Section 2
Pith says: minor objection 6 of 9
The starting scale Q0 is referred to throughout but never given a numerical value. Since Q0 sets the boundary of the evolution and enters the Sudakov form factor of Eq. (2), it should be stated together with the other fit parameters.
The paper says, at Table 1
Pith says: minor objection 7 of 9
It is not stated whether the quoted chi2/points includes experimental systematic uncertainties, nor how the HERA data sets of Refs. [3-6] are combined. A one-sentence statement of the fitting procedure would make the table interpretable.
The paper says, at Figure 1
Pith says: minor objection 8 of 9
The axis labels are garbled in the present version ('xA(x,k2_perp,q_2)'), and the figure caption does not state the value of the evolution scale q-bar at which the uPDFs are plotted. The caption should give q-bar, identify the three panels, and explain the 'nobran' curves explicitly rather than referring the reader back to the text.
The paper says, at Section 3
Pith says: minor objection 9 of 9
No uncertainty band is shown on the uPDFs in Fig. 1, even though Table 1 contains eight variants. Showing the envelope of the sets, or at least stating that the spread among them is the relevant uncertainty, would make the figure carry the argument the text makes for it.
What would settle it
Re-run the CCFM evolution in two one-knob scans at fixed p0 and fixed μf = sqrt(ŝ + Q⊥²): (i) k0 = 0.8 and 1.33 GeV at kcutt = 1.33 GeV; (ii) kcutt = 0.25 and 1.33 GeV at k0 = 1.33 GeV. Compare xA(x, kt, μf) at x = 0.001 for kt < 1 GeV. If the low-kt shape changes as much under the kcutt scan as under the k0 scan, the intrinsic interpretation is not separable from the regulator and the §3 conclusion should be softened. The same run should also report the starting scale Q0, which is never stated in the text.
from the skeptic's reading
How the review went
4 readings by deepseek-v4.1-flash · 13 Nov 2026
- Reader holds up, with conditions
- Skeptic agrees
- Editor wrote the verdict above
- Referee minor revision: 4 major objections, 9 minor
Not run on this paper: the simulated authors' defence.
Pith did not check this review's objections against the paper.
The review in full
The review in brief, machine-written
Quick read on Jung's DIS2004 proceedings. Bottom line: the modest claim is fine, the ambitious one isn't yet earned, and the paper is short enough that you can see both in ten minutes. Worth a look if you care about small-x gluon densities; not something to build on directly — cite Jung-Salam [1] for the machinery instead. What's actually new here is narrow but real: the alternative factorization scale mu_f = pt/(1-z) with the resulting sets A1 and B1, the mu_r variants A0-/A0+/B0-/B0+, and the side-by-side of evolved densities against their no-branching counterparts in Fig. 1. That last comparison is the useful part. The nobran curves are a clean decomposition of Eq. 1, and they do support the statement that intrinsic-kt influence is concentrated below roughly 1 GeV while above that the perturbative evolution dominates and quite different starting distributions converge. That convergence is shown, not asserted, and it's the paper's best moment. Where I'd push back on the reader's report: the circularity score of 5 is too harsh. Fitting a uPDF to F2 and then reporting the fit quality is what a PDF fit is; the non-circular content is the kt-dependence, which F2 does not constrain. The genuinely soft spot is the one the stress-test names, and it lands. Section 3 says outright that the choice of kcutt changes the small-kt distributions and that the visible dip in Fig. 1 is 'directly related to kcutt.' Then Table 1 varies k0 and kcutt together — A0 at (1.33, 1.33), B0 at (0.8, 0.25) — so nothing separates intrinsic width from regulator. The author is candid about the kcutt dependence, which I credit, but candour isn't a closure test. Until one knob is held fixed while the other moves, 'the small-kt region provides new information on the non-perturbative part' is a promissory note. Smaller things: Q0 is never stated, the collinear cutoff appears as both 1.3 and 1.33 GeV, and the mu_r variation is quoted after refitting p0 at each scale, so those chi2 values aren't an unabsorbed theory error. All fixable, none fatal. Who should read it: small-x phenomenologists and anyone using CCFM-based generators for forward-jet or forward-Drell-Yan estimates, mainly as a map of which knobs matter. It deserves referee time as a short note, with the kcutt/k0 degeneracy as the one comment that must be answered.
The strongest objection
The central interpretive claim of §3 is that the small-kt region of the uPDF carries non-perturbative information, because above roughly 1 GeV the perturbative evolution dominates and different starting distributions converge. The evidence for the 'intrinsic' part is the nobran curves in Fig. 1 (the first term of Eq. 1), which is a fair decomposition and does support the statement that intrinsic influence is concentrated at small kt. The soft spot is the attribution of the low-kt shape to intrinsic physics rather than to the regulator. The paper states in §3 that 'the specific choice of the kcutt results in different distributions at small values of kt' and that 'the dip in kt visible in Fig. 1 (upper plot) is directly related to kcutt.' A visible structure in the very region claimed to carry non-perturbative information is thus acknowledged to be a cutoff artifact. More importantly, in Table 1 the two knobs that control the low-kt shape, kcutt and k0, co-vary across the sets: A0 has (k0, kcutt) = (1.33, 1.33), B0 has (0.8, 0.25), and no set holds one fixed while varying the other. The scan therefore cannot separate 'intrinsic width' from 'regulator'. The conclusion that low kt is a clean window on non-perturbative QCD is promissory: no observable is shown that actually constrains it, and the one visible feature is a cutoff effect. This does not invalidate the convergence claim at large kt, which is supported, but it does undercut the 'new information' conclusion.
The reader's weakest_assumption identifies the right load-bearing concern: the low-kt shape is partly a regulator choice, and the paper offers no closure test separating kcutt from intrinsic physics. I agree and would sharpen it in one respect. The paper does acknowledge the kcutt dependence, so per the review rules that acknowledged limitation is not a new finding; what remains unresolved is that the presented sets confound the two knobs. Sets A and B differ in both kcutt (1.33 vs 0.25 GeV) and k0 (1.33 vs 0.8 GeV), and no set varies one at fixed other, so the scan cannot attribute the low-kt structure to intrinsic width rather than cutoff. The acknowledged dip in Fig. 1 being 'directly related to kcutt' is the sharpest form of this: a visible feature sits in exactly the region claimed to be a non-perturbative window. The rest of the paper holds up for what it is. The convergence of different starting distributions at kt above roughly 1 GeV is supported by the nobran comparison in Fig. 1, and Table 1 documents which variants survive the F2 comparison. The renormalization-scale study is transparently a refit of p0 rather than an unabsorbed uncertainty band, which is a methodological weakness but not a flaw in the central claim. The Q0 omission and the 1.3 vs 1.33 GeV cutoff inconsistency are reporting issues that should be fixed but do not move the verdict. Because the reader is already at CONDITIONAL for essentially this reason, my read does not change the verdict; it supplies the specific one-knob scan that would settle whether the low-kt window claim survives. Confidence in the paper's modest claims is moderate; the low-kt interpretation should be softened until that scan is shown.
The referee's report
The paper's useful and checkable content is the decomposition of the uPDF into the non-resolved term of Eq. (2) and the evolved term of Eq. (1), shown as the 'nobran' curves in Fig. 1, and the observation that three quite different starting distributions (Gaussian sets A and B, and the GBW form) converge at kt above about 1 GeV while differing substantially below it. That is a falsifiable statement: it predicts that observables with sensitivity to the gluon kt distribution, such as dijet azimuthal correlations or forward-jet spectra at HERA, should discriminate among the sets where inclusive F2 cannot. The inclusion of a saturation-motivated starting distribution as an explicit alternative is a sensible cross-check, and the tabulation of fit quality for each variant is the right way to present such a comparison in a proceedings. The value of the paper is as a compact status report on the systematic freedoms in CCFM uPDF fits rather than as a new result.
Pith's reading of the paper (a machine's summary, not the authors')
The paper asks what the shape of the un-integrated gluon density at low transverse momentum $k_t$ actually tells us, and whether that information survives the freedom in how the evolution is set up. Working with the CCFM evolution equation, the author evolves several starting distributions — Gaussian forms with different widths and soft cutoffs, plus a saturation-motivated form — and fits each to the HERA structure-function data on $F_2(x,Q^2)$ at small $x$. The central observation is that all of these variants describe $F_2$ about equally well, yet they differ visibly at low $k_t$; above roughly $1$ GeV the perturbative evolution washes out the differences and the curves converge. The author's conclusion is that the low-$k_t$ region is a genuine window on the non-perturbative part of the parton density, and that inclusive measurements are blind to it. The paper also maps how the renormalization and factorization scales shift the fit parameters, showing that changing them changes the length of the evolution ladder and hence the required input.
What carries the argument. The carrier of the argument is the CCFM evolution equation in its integral form, $xA(x,k_t,bar{q}) = xA_0(x,k_t,bar{q}) + int (dz/z) int (dq^2/q^2) Theta(bar{q}-zq) Delta_s tilde{P}(z,q,k_t) xA(x/z,k_t',q)$, together with its first term $xA_0(x,k_t,Q_0)Delta_s(bar{q},Q_0)$, which encodes the probability of no resolvable radiation between the starting scale and the factorization scale. The splitting function used is the simple gluon one, $P_{gg}(z,bar{q},k_t) = bar{alpha}_s(q^2(1-z)^2)(1-z) + bar{alpha}_s(k_t^2) z Delta_{ns}(z,q^2,k_t)$, with the non-Sudakov form factor $Delta_{ns}$ resumming the $1/z$ behaviour in the region where $k_t$ is ordered against the emitted gluon. Angular ordering makes the propagator gluon $k_t$ perform a random walk that can reach very small values, which is why a soft cutoff $k_{cut t}$ must be introduced; that cutoff, together with the Gaussian width $k_0$ and the exponent $p_0$ of $xA_0(x,k_t,Q_0) = N x^{p_0}(1-x)^{p_1} exp(-k_t^2/k_0^2)$, forms the parameter set fitted to data.
Core claim. The paper's central claim is a separation of regimes inside a single object. In the un-integrated gluon density $xA(x,k_t^2)$ obtained from CCFM evolution, the influence of the intrinsic transverse-momentum distribution is confined to small $k_t$, while at $k_t$ above roughly $1$ GeV the perturbative evolution is what determines the shape. Because the evolution is angular ordered, the starting distribution is largely forgotten at larger $k_t$: the Gaussian sets A and B and the saturation-motivated GBW set, which differ substantially as inputs, produce similar evolved densities at large $k_t$. All of them nonetheless give a comparable description of the measured $F_2$ data, with $k_t$ cutoffs and Gaussian widths traded against each other in the fit. The author draws the consequence directly: the small-$k_t$ region is where new information about the non-perturbative part of the parton density lives, and that information is not recoverable from inclusive structure functions. The paper further reports that varying the renormalization scale in the off-shell matrix element requires refitting the input parameter $p_0$, and that moving the factorization scale definition from $muf = sqrt(hat{s}+Q_perp^2)$ to $muf = p_t/(1-z)$ also demands a different $p_0$ while still describing the data.
The premise it rests on. The claim that the low-$k_t$ shape carries real non-perturbative information assumes that this shape is not mostly an artifact of the soft cutoff $k_{cut t}$, which the author fits to data and which he himself notes produces the differing small-$k_t$ distributions and the visible dip in Fig. 1.
If the paper is right (Pith's inferences, not the authors')
Measurements that resolve the low-$k_t$ gluon directly, rather than through $F_2$, become the only way to discriminate between Gaussian and saturation-motivated starting distributions.
Because sets with quite different inputs converge at $k_t$ above about $1$ GeV, describing $F_2$ well is not evidence that the correct non-perturbative input has been found.
The renormalization scale in the off-shell matrix element must be treated as part of the fit, not as an external choice, since changing it moves the required $p_0$.
Redefining the factorization scale from the quark-pair invariant mass to a single-quark quantity $p_t/(1-z)$ still permits a good description of the data, but only with a significantly different input parameter.
If the low-$k_t$ region is genuinely non-perturbative, saturation effects at small $k_t$ are directly addressable with un-integrated densities rather than inferred indirectly.
The paper's logic suggests a concrete discriminating programme: observables sensitive to the gluon $k_t$ spectrum, such as forward-jet or dijet azimuthal decorrelation at HERA and the LHC, should separate the Gaussian sets from the saturation-motivated GBW set even where $F_2$ cannot.
Since the visible dip in the low-$k_t$ distribution in Fig. 1 tracks the soft cutoff $k_{cut t}$, a clean closure test would hold the input shape fixed and vary only $k_{cut t}$, to see how much of the claimed non-perturbative structure is regulator rather than physics.
The convergence of very different inputs at large $k_t$ is a statement about the memory loss of an angular-ordered ladder; it suggests that the informative content of any un-integrated density is concentrated in the region where the ladder has not yet run, which is a general feature worth testing in other evolution schemes.
If low-$k_t$ gluon densities are the only handle on the non-perturbative input, then the current spread among fitted parameter sets is itself a quantifiable uncertainty band for small-$x$ predictions, and should be propagated into cross-section estimates rather than quoted as alternative tunes.
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The paper
Abstract
The un-integrated parton distribution functions (uPDFs) obtained from a CCFM evolution are studied in terms of the intrinsic transverse momentum distribution at low scales. The uPDFs are studied for variations of the renormalization and factorization scales.
The paper's own sentences, arranged, kept beside the review and separate from it. Each label is drawn from a closed vocabulary; the number beside it is the probability the classifier gave that label. No sentence in this record was written by a model.
abstract compiled · 2026-09-23
The authors' main claim, as the classifier picked it out 0.94
“The un-integrated parton distribution functions (uPDFs) obtained from a CCFM evolution are studied in terms of the intrinsic transverse momentum distribution at low scales.”
How the main claim is stated: asserted 0.90
What the abstract itself states, as probabilities: claims first 0.03 · states limitation 0.07 · human participants 0.01 · controlled comparison 0.05 · randomized assignment 0.01 · states quantitative result 0.04 · compares with prior results 0.07 · mentions code or data availability 0.02
The abstract, sentence by sentence
This table labels the abstract only (arXiv listing abstract v1). The number is the probability the classifier gave the label.
| Sentence | Role | The authors' own work | States the main conclusion | Strength |
|---|---|---|---|---|
| The un-integrated parton distribution functions (uPDFs) obtained from a CCFM evolution are studied in terms of the intrinsic transverse momentum distribution at low scales. | contribution 0.99 | 0.78 | 0.13 | asserted 0.90 |
| The uPDFs are studied for variations of the renormalization and factorization scales. | contribution 0.77 | 0.83 | 0.05 | asserted 0.86 |
What kind of paper the classifier reports this is: simulation study 0.94 · evidence from simulation or computation 0.98
What was examined, and what was not
Sources read
- arXiv listing abstract v1
Not examined
- full text
- figures and tables
- references and citing sentences
- relations to other papers
Levels run
- P abstract
Not run
- S sections
- T body sentences
- C citations
- R cross-paper relations
How the labels were made
Compiled by classifier-1.13-20260917 via OpenRouter, question bank abstract-p1-20260923, 2026-09-23: 1 request, 2,250 input tokens, $0.0001 reported.
Every quoted sentence on this record is the authors'. Every label is from Pith's closed vocabulary, with the probability shown beside it. This record as JSON
Figures (1)
Figures are the authors', reproduced from the paper.
References (7)
- [1] H. Jung, G. Salam, Eur. Phys. J. C 19 (2001) 351, hep-ph/0012143 on PithPith's reviewarXiv
- [2] M. Hansson, H. Jung, The status of CCFM unintegrated gluon de nsities, DIS 2003, St. Petersburg, Russia, hep-ph/0309009 on PithPith's reviewarXiv
- [3] H1 Collaboration, S. Aid et al., Nucl. Phys. B 470 (1996) 3 on Pith
- [4] H1 Collaboration, C. Adloff et al., Eur. Phys. J. C 21 (2001) 33 on Pith
- [5] ZEUS Collaboration; M. Derrick et al., Z. Phys. C72 (1996) 399 on Pith
- [6] ZEUS Collaboration; S. Chekanov et al., Eur. Phys. J. C21 (2001) 443 on Pith
- [7] K. Golec-Biernat, M. Wusthoff, Phys. Rev. D60 (1999) 114023 on Pith
Cited by 10 Pith papers
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- The CCFM Monte Carlo generator CASCADE 2.2.0 hep-ph · Aug 2010
How the literature uses it
37 arXiv papers cite this in 68 sentences
Papers citing it · 48 sentences without a confident label
Uses its method or tool 8 papers
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The TMD gluon [ref] and valence quark [ref] distributions $f_g(x,𝐤_T^2,μ^2)$ and $f_q^(v)(x,𝐪_T^2,μ^2)$ have been obtained from the numerical solutions of the CCFM equation.
TMD PDFs in Drell-Yan lepton pair production at LHC · Theoretical framework · 0.82
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For the numerical predictions presented here we have used four different sets of the gluon CCFM uPDFs: the most up-to-date JH-2013-set1 and JH-2013-set2 fits [ref] , as well as a bit older Jung-setA0 and Jung-setB0 [ref] .
QCD predictions for open charm meson production at the LHCb in fixed-target experiment · The $k_T$-factorization scheme with the CCFM uPDFs · 0.80
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The factorization scale was taken as $μ_F^2 = ŝ + 𝐐_T^2$ (where $𝐐_T$ is the net transverse momentum of the initial off-shell gluon pair), that is dictated mainly by the CCFM evolution algorithm (see [ref] for more information).
Associated Higgs + jet(s) production at the LHC and CCFM gluon dynamics in a proton · Introduction · 0.93
Uses its data or values 3 papers
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First of them, unintegrated gluon density in a proton (CCFM set A0) has been obtained in [ref] from the CCFM equation where all input parameters have been fitted to describe the proton structure function $F_2(x, Q^2)$.
Inclusive J/Psi photoproduction and polarization at HERA in the kt-factorization approach · Theoretical framework · 0.89
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First of them (A0) was obtained in [ref] from the CCFM evolution equation.
Heavy Flavour Production at Tevatron and Parton Shower Effects · Theoretical framework · 0.83
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Below we use the TMD gluon and valence quark distributions which were obtained [ref] from the numerical solutions of the CCFM equation (namely, set A0).
On the possibility to detect the Higgs decay $H\to b\bar b$ in the associated $Z + b\bar b$ production at the LHC · Introduction · 0.86
Compares with it 4 papers
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[ref](right) the prediction for $b$-jet cross section as calculated from [ref] using the gluon density described here (labeled as set0) is shown together with a prediction using an older set (labeled as setA 0 [ref] ) in comparison with a measurement from CMS [ref] .
Determination of transverse momentum dependent gluon density from HERA structure function measurements · Fit to HERA structure function · 0.87
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In our analysis, we will consider two models for the UGD based on a linear dynamics [ref] , with and without the inclusion of nuclear effects, and will compare the predictions with those derived in Refs. [ref] using the solution of the running coupling Balitsky - Kovchegov (rcBK) equation [ref] for a nuclear target, which takes into account of nonlinear effects in the QCD dynamics.
Investigating the inclusive $D^0$ photoproduction in ultraperipheral $PbPb$ collisions at the Large Hadron Collider · Introduction · 0.87
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To have an idea of the performance of our fit, we can compare Fit 1 with earlier uGDF fits [ref] .
A method for tuning parameters of Monte Carlo generators and a its application to the determination of the unintegrated gluon density · Results · 1.00
Cites it as background 2 papers
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Several models have been proposed, see for example Refs. [ref] , but they can differ significantly in some phase space regions.
Evaluating the double parton scattering contribution to Mueller-Navelet jets production at the LHC · DPS model · 0.96
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Another solution for the unintegrated gluon distribution have been obtained [ref] from the CCFM evolution equation where all input parameters have been fitted to describe the proton structure function $F_2(x, Q^2)$.
Phenomenology of kt-factorization for inclusive top quark pair production at hadron colliders · Introduction · 0.80
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