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Cosmology and Nongalactic Astrophysics · arXiv:2303.18122 v1 · submitted 31 Mar 2023

Scale-Invariant Model for Gravitational Waves and Dark Matter

Alexandros Karam, Maciej Kierkla, Bogumi{l}a Świeżewska

The paper says

“Our predictions are consistent with observations but only within a narrow part of the parameter space.”

from the abstract · picked out as the main claim by a classifier

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The paper

Abstract

We have conducted a revised analysis of the first-order phase transition that is associated with symmetry breaking in a classically scale-invariant model that has been extended with a new SU(2) gauge group. By incorporating recent developments in the understanding of supercooled phase transitions, we were able to calculate all of its features and significantly limit the parameter space. We were also able to predict the gravitational wave spectra generated during this phase transition and found that this model is well-testable with LISA. Additionally, we have made predictions regarding the relic dark matter abundance. Our predictions are consistent with observations but only within a narrow part of the parameter space. We have placed significant constraints on the supercool dark matter scenario by improving the description of percolation and reheating after the phase transition, as well as including the running of couplings. Finally, we have also analyzed the renormalization-scale dependence of our results.

The paper's own sentences, arranged. 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 · no language-model review

How the main claim is stated: asserted 0.52

What the abstract itself states, as probabilities: claims first 0.03 · states limitation 0.94 · human participants 0.01 · controlled comparison 0.02 · randomized assignment 0.01 · states quantitative result 0.10 · compares with prior results 0.16 · 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.

SentenceRoleThe authors' own workStates the main conclusionStrength
We have conducted a revised analysis of the first-order phase transition that is associated with symmetry breaking in a classically scale-invariant model that has been extended with a new $SU(2)$ gauge group. contribution 0.97 0.95 0.06 asserted 0.98
By incorporating recent developments in the understanding of supercooled phase transitions, we were able to calculate all of its features and significantly limit the parameter space. method 0.48 0.95 0.11 asserted 0.99
We were also able to predict the gravitational wave spectra generated during this phase transition and found that this model is well-testable with LISA. result 0.90 0.97 0.28 asserted 1.00
Additionally, we have made predictions regarding the relic dark matter abundance. contribution 0.74 0.95 0.08 asserted 0.99
Our predictions are consistent with observations but only within a narrow part of the parameter space. result 0.53 0.91 0.34 asserted 0.52
We have placed significant constraints on the supercool dark matter scenario by improving the description of percolation and reheating after the phase transition, as well as including the running of couplings. result 0.45 0.95 0.19 asserted 1.00
Finally, we have also analyzed the renormalization-scale dependence of our results. contribution 0.96 0.95 0.05 asserted 0.95

What kind of paper the classifier reports this is: theoretical result 0.98 · evidence from simulation or computation 0.76

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-1.13.0 via TypeSafe API, question bank abstract-p1-20260923, 2026-09-23: 1 request, 5,519 input tokens.

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

How the literature uses it

What this paper does with the arXiv papers it cites

Each citing sentence is taken from the citing paper's LaTeX source and typed by Pith's classifier. A label appears at probability 0.8 or more (0.95 for support), a contest at 0.7 or more; the quoted words are the citing authors'. How each label was checked · JSON

What it cites · 37 sentences without a confident label

Builds on 11 papers
Uses the method or tool of 4 papers
  • * The approach of [ref] approximates the running quartic coupling via its $β$ function, relates the renormalisation scale with the field and uses as a reference scale the scale at which $λ_φ$ changes sign, V_1≈1/4(t) ^4 ≈1/49 g_X^4/128π^2log(/_0), where $t=logμ/_0$, $λ_φ(0)=0$ and $g_X$ is evaluated at $μ=_0$ (the running of $g_X$ is not included).

    Super-cool Dark Matter · Finite temperature · 0.86

  • * The approach of [ref] approximates the running quartic coupling via its $β$ function, relates the renormalisation scale with the field and uses as a reference scale the scale at which $λ_φ$ changes sign, V_1≈1/4(t) ^4 ≈1/49 g_X^4/128π^2log(/_0), where $t=logμ/_0$, $λ_φ(0)=0$ and $g_X$ is evaluated at $μ=_0$ (the running of $g_X$ is not included).

    Strong gravitational radiation from a simple dark matter model · Finite temperature · 0.86

  • We calculate the SNR using the usual formula [ref] :

    The construction and use of LISA sensitivity curves · Gravitational waves · 0.99

Uses data or values from 2 papers
Cites as support 1 paper
Cites as background 131 papers
  • The conformal Standard Model (SM) can be extended in a minimal manner with the addition of either an extra $U(1)$ [ref] or $SU(2)$ [ref] symmetry, and there are other possibilities such as models featuring an extended scalar sector [ref] , larger gauge groups, extra fermions, or more intricate architectures [ref] .

    Conformal Symmetry and the Standard Model · Introduction · 0.88

  • The conformal Standard Model (SM) can be extended in a minimal manner with the addition of either an extra $U(1)$ [ref] or $SU(2)$ [ref] symmetry, and there are other possibilities such as models featuring an extended scalar sector [ref] , larger gauge groups, extra fermions, or more intricate architectures [ref] .

    Neutrino mass in radiatively-broken scale-invariant models · Introduction · 0.88

  • The conformal Standard Model (SM) can be extended in a minimal manner with the addition of either an extra $U(1)$ [ref] or $SU(2)$ [ref] symmetry, and there are other possibilities such as models featuring an extended scalar sector [ref] , larger gauge groups, extra fermions, or more intricate architectures [ref] .

    A solution to the hierarchy problem from an almost decoupled hidden sector within a classically scale invariant theory · Introduction · 0.88

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