diff --git a/tools/sgwb/sgwb_astro_tool.xml b/tools/sgwb/sgwb_astro_tool.xml
index 5498802f..9b925952 100644
--- a/tools/sgwb/sgwb_astro_tool.xml
+++ b/tools/sgwb/sgwb_astro_tool.xml
@@ -9,9 +9,9 @@
scipy
wget
oda-api
- nbconvert
+ nbconvert
ipython '$__tool_directory__/${_data_product._selector}.py'
@@ -92,22 +92,21 @@ bubbles of the new phase and from the turbulence that is induced by
these collisions.
The cosmological epoch of the phase transition is described by the
-temperature, :math:``T_star`` and by the number(s) of relativistic
-degrees of freedom, :math:``g_star`` that should be specified as
-parameters.
+temperature, ``T_star`` and by the number(s) of relativistic degrees of
+freedom, ``g_star`` that should be specified as parameters.
The phase transition itself is characterised by phenomenological
-parameters, :math:``alpha``, :math:``beta_H`` and
-:math:``epsilon_turb``, the latent heat, the ratio of the Hubble radius
-to the bubble size at percolation and the fraction of the energy otuput
-of the phase transition that goes into turbulence.
+parameters, ``alpha``, ``beta_H`` and ``epsilon_turb``, the latent heat,
+the ratio of the Hubble radius to the bubble size at percolation and the
+fraction of the energy otuput of the phase transition that goes into
+turbulence.
The tool ``Model spectrum`` outputs the power spectrum for fixed values
of these parameters. The tool ``Phase transition parameters`` reproduces
the constraints on the phase transition parameters from the Pulsar
-Timing Array gravitational wave detectors, reported by `Boyer & Neronov
-(2024) <https://arxiv.org/abs/2404.??????>`__, including the estimate of
-the cosmological magnetic field induced by turbulence.
+Timing Array gravitational wave detectors, reported by Boyer & Neronov
+(2024), including the estimate of the cosmological magnetic field
+induced by turbulence.
@article{RoperPol:2023bqa,