Firearm Violence and Health in Policymaker Discourse: Mixed Methods Social Media Analysis
Background: Since 2019, firearm violence has remained the leading cause of death for U.S. children and adolescents ages 1–19. This crisis has spurred action from policymakers, health professionals, and advocates. However, political polarization has contributed to divergent views on the causes and appropriate responses to firearm violence. Communication by elected officials, especially on social media, plays a critical role in shaping public opinion and policy agendas. Understanding how state policymakers discuss firearm violence, including the use of causal blame, calls to action, and health-related narratives, can inform more effective public health strategies. Objective: To examine how Pennsylvania state legislators discuss firearms and firearm violence on social media and assess the extent to which their messaging aligns with public health perspectives. Methods: We conducted a two-phase mixed-methods analysis of X (formerly Twitter) posts by Pennsylvania state legislators from 05/27/2017 to 07/26/2022. Posts were grouped into three time periods surrounding the Tree of Life Synagogue mass shooting in Pittsburgh. Using a Boolean search strategy, we identified 4,573 posts related to firearms and firearm violence. After removing reposts and non-English content, we randomly sampled 1,491 original posts (32.6%) authored by 152 unique legislators. Posts were coded using a structured codebook based on the Multiple Streams Framework to capture rhetorical framing, causal blame, and policy content. Interrater reliability was high (Holsti’s coefficient > 0.8). We used chi-squared tests and multivariable logistic regression to assess associations between rhetorical elements and policy mentions, adjusting for time period. Results: Mass shootings were the most frequently referenced category of firearm violence, peaking after the Tree of Life shooting (51% vs 77.1% vs 63.6%, P=.004), while firearm suicide was rarely discussed. Posts using advocacy frames were nearly five times more likely to mention policy (aOR 4.67, 95% CI: 3.55–6.16), whereas those referencing mass shootings (aOR 0.54, CI: 0.37–0.77) or emotional appeals (aOR 0.53, CI: 0.40–0.69) were significantly less likely to do so. Most posts employed general advocacy (aOR 2.97) and vague blame (aOR 8.26), resulting in non-specific policy suggestions. Posts that attributed blame to firearm access were strongly associated with specific policy proposals (aOR 6.37) and inversely associated with general policy mentions (aOR 0.26). Only 9.4% of posts used health frames; when present, they more often referenced physical consequences (43.6% vs 15.9%, P
JMIR Formative Res: Firearm Violence and Health in Policymaker Discourse: Mixed Methods Social Media Analysis #GunViolence #PublicHealth #PolicyMaking #ChildSafety #MentalHealth
16.12.2025 18:36
👍 2
🔁 1
💬 0
📌 0
Extreme Risk Protection Orders—Ethics for Clinicians
This Viewpoint discusses clinicians as legal petitioners of extreme risk protection orders to promote the safety and well-being of patients and communities.
Extreme Risk Protection Orders (ERPOs) can help prevent firearm-related harm — but what’s a clinician’s ethical role?
This powerful piece written by 2nd yr @vivekashok.bsky.social lays out a clear, compassionate path forward. Definitely a must-read! jamanetwork.com/journals/jam...
29.04.2025 14:50
👍 3
🔁 3
💬 0
📌 0
Extreme Risk Protection Orders—Ethics for Clinicians
This Viewpoint discusses clinicians as legal petitioners of extreme risk protection orders to promote the safety and well-being of patients and communities.
Written alongside Drs. Joel Burnett, Amir Pasha, and Chris Knoepke, we explore the ethics of including clinicians as eligible petitioners for extreme risk protection orders. Looking forward to your feedback! #MedSky #Firearms #ERPO
jamanetwork.com/journals/jam...
16.04.2025 18:37
👍 3
🔁 2
💬 0
📌 0
Have CFTR modulators changed the need for liver and lung... : Liver Transplantation
An abstract is unavailable.
#ScholarHighlights Exciting new research alert! Check out Nic Muñoz’s latest publication examining how CFTR modulators are reshaping the landscape of organ transplantation for patients w/cystic fibrosis. Read more here: journals.lww.com/lt/fulltext/...
11.02.2025 21:22
👍 6
🔁 3
💬 0
📌 0
Throwback to an inspiring moment! 🌟 @vivekashok.bsky.social shared his career journey at the Penn/CHOP MedPeds noon conference. From research to advocacy, he continues to drive change at the intersection of medicine and policy. Grateful for his insights and dedication to a healthier future.
06.03.2025 17:42
👍 2
🔁 1
💬 0
📌 0
📢FUND DON’T FREEZE!📢
Join researchers and academics in DC on February 19th at 12 PM to stand up for research, education, and jobs! Federal attacks on science and academia put all of our futures at risk - let’s show them we won’t back down!
RSVP Here: docs.google.com/forms/d/e/1F...
10.02.2025 18:07
👍 129
🔁 95
💬 4
📌 14
In Rhode Island -
NIH FUNDING:
$256M
JOBS SUPPORTED:
2212
ECONOMIC ACTIVITY SUPPORTED:
$502M
www.unitedformedicalresearch.org/nih-in-your-...
08.02.2025 04:09
👍 130
🔁 55
💬 9
📌 18
Medicaid funding for gun violence programs could be threatened
Republican Congressman Andrew Clyde, of Gerogia, unveiled the Medicaid Funds Integrity Act to restrict Medicaid funds for gun violence prevention programs.
Second year MedPeds scholar, @vivekashok.bsky.social, was recently interviewed by WHYY News! He emphasized that stable funding of violence prevention programs "would expand services, treat more patients, prevent reinjury, and improve community health." #AdvocacyinAction
whyy.org/articles/med...
28.01.2025 15:52
👍 4
🔁 2
💬 0
📌 0
Research Seminar with Craig Pollack, MD, MHS
Craig Pollack is the Katey Ayers Endowed Professor at the Johns Hopkins School of Nursing and in the Department of Health Policy and Management at the Johns Hopkins Bloomberg School of Public Health.
Can Housing Policy Improve Health? 🩺
This Thursday, January 9, Craig Pollack of @johnshopkinssph.bsky.social will dive into the U.S. housing crisis & its profound impact on health.
Learn how housing reform could reduce health inequities brick by brick. Register here: ldi.upenn.edu/events/resea...
06.01.2025 19:19
👍 4
🔁 3
💬 0
📌 0
Investing In Safety: Reimbursing Safe Firearm Storage Counseling | Health Affairs Forefront
State Medicaid organizations must encourage clinicians to prioritize firearm injury prevention.
In support of the White House's issuance of an executive order allowing state Medicaid to reimburse locked storage counseling, we provide a perspective on why this is important, effective, and cost-conscious. #healthpolicy #GVP #MedSky #2024FirearmResearchConf
www.healthaffairs.org/content/fore...
09.12.2024 16:12
👍 29
🔁 17
💬 1
📌 1
Viewpoint: To address rising firearm-related deaths in the US, public health principles and policies should be applied to regulate bullets.
ja.ma/49pU4st
09.12.2024 15:13
👍 67
🔁 28
💬 2
📌 5
Powerful piece by Dr. Eleanor Turi on the importance of preserving and sustaining low-barrier care settings, like mobile vans, for people experiencing homelessness, treating substance use, and caring for wounds. #MedSky #NCSP #compassion #Opioid
06.12.2024 13:46
👍 4
🔁 1
💬 0
📌 0