diff --git a/docs/how_to/use_this_plugin.md b/docs/how_to/use_this_plugin.md
index 8fd3cd8..acd90d7 100644
--- a/docs/how_to/use_this_plugin.md
+++ b/docs/how_to/use_this_plugin.md
@@ -18,7 +18,7 @@ Below you see a fresh instance of a **Catalyst Sample** entry, which can be fill
 
 ## The **Catalytic Reaction** schema
 Here you see a screenshot of an empty **Catalytic Reaction** measurement entry.
-![image of measurement instance for a catalytic reaction](ScreenshotReactionMeasurement.png)
+![image of measurement instance for a catalytic reaction](ScreenshotReactionMeasurementEntry.png)
 
 ### Populate the CatalyticReaction schema from a data file
 
@@ -119,6 +119,7 @@ The following information is currently added by default to entries filled by a h
 Another way to generate entries in NOMAD is to place *.archive.json files directly in one upload. The file needs to contain the path to a schema and then NOMAD automatically creates the corresponding entry. The archive.json file does not contain unit information, this is only defined and stored in the schema definition and does not need to correspond to the display unit in the GUI. But usually this is the SI unit of a respective quantity.
 
 ```json
+
 {
     "data": {
         "m_def": "nomad_catalysis.schema_packages.catalysis.CatalyticReaction",
@@ -141,9 +142,7 @@ Another way to generate entries in NOMAD is to place *.archive.json files direct
             "set_pressure": [
                 101325.0
             ],
-            "set_temperature": [
-
-            ],
+            "set_temperature": [ ],
             "set_total_flow_rate": [ ],
             "contact_time": [],
             "weight_hourly_space_velocity": [],
diff --git a/docs/reference/references.md b/docs/reference/references.md
index 4a81b91..5e4624a 100644
--- a/docs/reference/references.md
+++ b/docs/reference/references.md
@@ -6,6 +6,7 @@
 
 
 !!! List of quantities and subsections in `Catalyst Sample`:
+
 - name (string quantity)
 - datetime (string quantity)
 - lab_id (string quantity)
@@ -86,7 +87,6 @@
     - set_temperature
     - set_pressure
     - set_total_flow_rate
-    - total_flow_rate
     - contact_time (label W|F)
     - sampling_frequency
     - time_on_stream
@@ -105,6 +105,7 @@
     - name
     - temperature
     - pressure
+    - total_flow_rate
     - runs
     - time_on_stream
     - c_balance