diff --git a/doc/src/Howto_type_labels.rst b/doc/src/Howto_type_labels.rst
index 8f03f45ef9..d7460d50a7 100644
--- a/doc/src/Howto_type_labels.rst
+++ b/doc/src/Howto_type_labels.rst
@@ -14,16 +14,17 @@ wherever they appear in LAMMPS input or output files.  The total number
 Ntypes for each interaction is "locked in" when the simulation box
 is created.
 
-A recent addition to LAMMPS is the option to use strings - referred
-to as type labels - as an alternative.  Using type labels instead of
+A recent addition to LAMMPS is the option to use strings - referred to
+as type labels - as an alternative.  Using type labels instead of
 numeric types can be advantageous in various scenarios.  For example,
-type labels can make inputs more readable and generic (i.e. usable through
-the :doc:`include command <include>` for different systems with different
-numerical values assigned to types.  This generality also applies to
-other inputs like data files read by :doc:`read_data <read_data>` or
-molecule template files read by the :doc:`molecule <molecule>`
-command.  See below for a list of other commands that can use
-type labels in different ways.
+type labels can make inputs more readable and generic (i.e. usable
+through the :doc:`include command <include>` for different systems with
+different numerical values assigned to types.  This generality also
+applies to other inputs like data files read by :doc:`read_data
+<read_data>` or molecule template files read by the :doc:`molecule
+<molecule>` command.  A discussion of the current type label support can
+be found in :ref:`(Gissinger) <Typelabel24>`.  See below for a list of
+other commands that can use type labels in different ways.
 
 LAMMPS will *internally* continue to use numeric types, which means
 that many previous restrictions still apply.  For example, the total
@@ -124,3 +125,9 @@ between the files.  The creation of simulation-ready reaction templates
 for :doc:`fix bond/react <fix_bond_react>` is much simpler when using
 type labels, and results in templates that can be used without
 modification in multiple simulations or different systems.
+
+-----------
+
+.. _Typelabel24:
+
+**(Gissinger)** J. Gissinger, I. Nikiforov, Y. Afshar, B. Waters, M. Choi, D. Karls, A. Stukowski, W, Im, H. Heinz, A. Kohlmeyer, and E. Tadmor, J Phys Chem B, 128, 3282-3297 (2024)
diff --git a/doc/src/labelmap.rst b/doc/src/labelmap.rst
index 9e3d705101..5e0d1e92e9 100644
--- a/doc/src/labelmap.rst
+++ b/doc/src/labelmap.rst
@@ -43,7 +43,8 @@ The label map can also be defined by the :doc:`read_data <read_data>`
 command when it reads these sections in a data file: Atom Type Labels,
 Bond Type Labels, etc.  See the :doc:`Howto type labels
 <Howto_type_labels>` doc page for a general discussion of how type
-labels can be used.
+labels can be used.  See :ref:`(Gissinger) <Typelabel>` for a discussion
+of the type label implementation in LAMMPS and its uses.
 
 Valid type labels can contain any alphanumeric character, but must not
 start with a number, a '#', or a '*' character.  They can contain other
@@ -98,3 +99,9 @@ Default
 """""""
 
 none
+
+-----------
+
+.. _Typelabel:
+
+**(Gissinger)** J. Gissinger, I. Nikiforov, Y. Afshar, B. Waters, M. Choi, D. Karls, A. Stukowski, W, Im, H. Heinz, A. Kohlmeyer, and E. Tadmor, J Phys Chem B, 128, 3282-3297 (2024)
diff --git a/doc/utils/sphinx-config/false_positives.txt b/doc/utils/sphinx-config/false_positives.txt
index 88ac0e3140..cf4e48feff 100644
--- a/doc/utils/sphinx-config/false_positives.txt
+++ b/doc/utils/sphinx-config/false_positives.txt
@@ -476,6 +476,7 @@ ChiralIDs
 chirality
 Cho
 Chodera
+Choi
 ChooseOffset
 chris
 Christoph