diff --git a/apps/a2agc/src/assets/pages/about/credits.md b/apps/a2agc/src/assets/pages/about/credits.md
index 75b420ee..731ee36e 100644
--- a/apps/a2agc/src/assets/pages/about/credits.md
+++ b/apps/a2agc/src/assets/pages/about/credits.md
@@ -1,3 +1,7 @@
 Developed as a collaboration between the <a href="http://cns.iu.edu/" target="_blank">Cyberinfrastructure for Network Science Center at Indiana University</a> and the <a href="https://www.regenstrief.org/" target="_blank">Regenstrief Institute</a> as part of Indiana University's <a href="https://addictions.iu.edu/responding-to-crisis/grand-challenge.html" target="_blank">Addictions Grand Challenge</a>.
 
 The A2AGC database is generated using code available on GitHub at <a href="https://github.com/cns-iu/a2agc-dataset" target="_blank">https://github.com/cns-iu/a2agc-dataset</a>. See the latest changes in the <a href="https://node.cns.iu.edu/client/a2agc/CHANGELOG.html" target="_blank">CHANGELOG</a>.
+
+Please cite this effort:
+
+Qaurooni, Danial, Bruce W. Herr II, Sarah Renee Zappone, Klaudia Wojciechowska, Katy Börner, and Titus Schleyer. 2024. <a href="https://journals.sagepub.com/doi/full/10.1177/00469580241227020" target="_blank">"Visual Analytics for Data-Driven Understanding of the Substance Use Disorder Epidemic"</a>. Sage Journals doi.org/10.1177/00469580241227020.
diff --git a/apps/a2agc/src/assets/pages/about/data.md b/apps/a2agc/src/assets/pages/about/data.md
index 34774cc7..febcbb69 100644
--- a/apps/a2agc/src/assets/pages/about/data.md
+++ b/apps/a2agc/src/assets/pages/about/data.md
@@ -8,12 +8,13 @@ Our team collaborated with several organizations to create four independent data
 
 | Dataset      | Drug Overdose Deaths                                                                        | Emergency Medical Services                                                                        | Arrest Information                                                 | Healthcare Institutions                                                                                             |
 |--------------|---------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------|--------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------|
-| Type of Data | Coroner's reports of accidental overdose deaths including toxicology and death certificates | Individual run data of EMS services, including location, chief complaint, and mechanism of injury | Jail booking and release date, including reason for jail admission | hospital admission, discharge, lab reports, diagnoses, medications dispensed, procedures, referrals, and encounters |
+| Type of Data | Coroner's reports of accidental overdose deaths including toxicology and death certificates | Individual run data of EMS services, including location, chief complaint, and mechanism of injury | Jail booking and release date, including reason for jail admission | Hospital admission, discharge, lab reports, diagnoses, medications dispensed, procedures, referrals, and encounters |
 | Years        | 2010-2018                                                                                   | 2011-2018                                                                                         | 2014-2018                                                          | 2005-Present                                                                                                        |
 | Source       | Marion County Coroner's Office (MCCO)                                                       | Indianapolis Emergency Medical Services (IEMS)                                                    | Marion County Sheriff's Office (MCSO)                              | Indiana Network for Patient Care (INPC)                                                                             |
 | Obtainment   | Manual collection at MCCO                                                                   | Request from IEMS                                                                                 | Request from MCSO                                                  | Regenstrief Institute Data Core                                                                                     |
 | Location     | Marion County, IN                                                                           | Marion County, IN                                                                                 | Marion County, IN                                                  | Marion County, IN                                                                                                   |
 
+The data have been deidentified so persons cannot be identified. The data was last compiled on Mar 25, 2024 and is not updated.
 
 **Drug Overdose Deaths**  
 Data from the MCCO served as the starting basis for our entire data linkage. MCCO provided vital record and toxicology information on all the accidental fatal overdoses that occurred in Marion County, Indiana, for the years 2010-2018. Vital records include the entire death certificate for each decedent. Demographic information includes name, sex, race, date of birth, home address, marital status, education and employment. Toxicology reports contain information on all substances that were detected in the decedent at the time of their death.