Evidence map›Paper›PMID 42223941›Full record

ArticleJAMA network open2026

Partisan and Geographic Variation in Emotional Responses to COVID-19 Vaccination on Social Media.

Kokil Jaidka, Yuanyuan Wu, Anku Rani, Ozan Kuru, Reyhan Jamalova, Garrick Sherman, Sharath Chandra Guntuku

Abstract read
In one paragraph

Article in JAMA network open, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Kokil JaidkaNational University of Singapore, Singapore.
Yuanyuan WuNational University of Singapore, Singapore.
Anku RaniMassachusetts Institute of Technology, Cambridge, Massachusetts.
Ozan KuruNational University of Singapore, Singapore.
Reyhan JamalovaUniversity of Pennsylvania, Philadelphia.
Garrick ShermanUniversity of Pennsylvania, Philadelphia.
Sharath Chandra GuntukuUniversity of Pennsylvania, Philadelphia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Importance: Public acceptance of the first COVID-19 vaccine administration was not uniform, yet the nature and county-level characteristics of heterogeneous emotional responses remain poorly characterized. Objective: To examine changes in social media emotional expression across US counties before and after the first COVID-19 vaccine administration, and whether changes varied by county-level partisanship and COVID-19 death rates. Design, Setting, and Participants: Cross-sectional study of geotagged COVID-19-related posts on the socia media platform Twitter from 3065 US counties from over 1.9 million unique users who created more than 18 million posts during the study period (September 1, 2020, to March 31, 2021), covering 100 days before and after first vaccine administration. Data were analyzed from January 2023 to April 2026. Exposure: Geotagged COVID-19-related social media posts during the 100-day periods before and after December 14, 2020. Main Outcomes and Measures: Levels of joy, sadness, anger, and fear expressed in posts, measured using the National Research Council of Canada Word-Emotion Association Lexicon. Results: After vaccine administration, fear decreased (β = -0.424; 95% CI, -0.510 to -0.338; P < .001; Cohen d = -0.20), joy increased (β = 0.683; 95% CI, 0.601 to 0.766; P < .001; Cohen d = 0.33), and anger increased (β = 0.445; 95% CI, 0.384 to 0.506; P < .001; Cohen d = 0.28). Sadness did not change significantly (β = -0.004; 95% CI, -0.075 to 0.067; P = .91). Democratic-leaning counties showed greater joy increases (β = 0.162; 95% CI, 0.115 to 0.209; P < .001), larger fear decreases (β = -0.066; 95% CI, -0.115 to -0.017; P = .007), and smaller anger increases (β = -0.042; 95% CI, -0.075 to -0.009; P = .009) than Republican-leaning counties. Higher county COVID-19 death rates were associated with greater fear decreases (β = -3.69 × 10-6; 95% CI, -6.03 × 10-6 to -1.35 × 10-6; P = .002); death rate did not significantly moderate joy or anger. Conclusions and Relevance: In this cross-sectional study of 18 million geotagged social media posts, the first COVID-19 vaccine administration was associated with increased joy and anger and decreased fear, with fear showing the greatest evidence of a vaccine-specific shift. These findings suggest that monitoring social media discourse can provide early signals of optimism, skepticism, and division, thereby informing targeted communication strategies.

Indexed as

COVID-19COVID-19 VaccinesEmotionsPoliticsSocial MediaVaccinationCross-Sectional StudiesFearHumansMedia ExposureSARS-CoV-2United StatesCOVID-19 Vaccines

Identifiers

PMID42223941
PMCPMC13227315

What Socratic holds

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.