Evidence map›Paper›PMID 36735708›Full record

ArticlePloS one2023

Reddit language indicates changes associated with diet, physical activity, substance use, and smoking during COVID-19.

Karan Wanchoo, Matthew Abrams, Raina M Merchant, Lyle Ungar, Sharath Chandra Guntuku

Open access · goldAbstract read
In one paragraph

Article in PloS one, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing papers in PubMed
7.3field-weighted citation impact, top 3% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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

9 citing papers in PubMed, 22 citations in OpenAlex.

  1. Article
  2. Digital phenotyping and ASCVD risk: An exploratory cross-sectional analysis using online behavioral data.American heart journal plus : cardiology research and practice · 2026
    Article
  3. Twitter reveals spatio-temporal variation in vaccine concerns in Sub-Saharan Africa.medRxiv : the preprint server for health sciences · 2025
    Article
  4. Autism Spectrum Disorders Discourse on Social Media Platforms: A Topic Modeling Study of Reddit Posts.Autism research : official journal of the International Society for Autism Research · 2025
    Article
  5. Article
  6. Article
  7. Article
  8. Article
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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

5 authors at 2 institutions in 1 country.

Karan WanchooDepartment of Electrical and Systems Engineering, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America.ORCID 0000-0001-7427-6040
Matthew AbramsPenn Medicine Center for Digital Health, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America.
Raina M MerchantPenn Medicine Center for Digital Health, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America.
Lyle UngarDepartment of Computer and Information Science, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America.
Sharath Chandra GuntukuPenn Medicine Center for Digital Health, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America.
University of Pennsylvania Health System · USUniversity of Pennsylvania · US

Funding

Digital Phenotyping and Cardiovascular HealthR01HL141844 · NHLBI · UNIVERSITY OF PENNSYLVANIA · PI MERCHANT, RAINA · 2019 to 2022
$3.1M
Investigating and identifying the heterogeneity in COVID-19 misinformation exposure on social media among Black and Rural communities to inform precision public health messagingR01MD018340 · NIMHD · UNIVERSITY OF PENNSYLVANIA · PI GUNTUKU, SHARATH CHANDRA · 2022 to 2024
$2.4M
Mentoring and Patient Oriented Research in Cardiovascular Health and Digital Data ScienceK24HL157621 · NHLBI · UNIVERSITY OF PENNSYLVANIA · PI MERCHANT, RAINA · 2021 to 2025
$615k
NHLBI NIH HHS K24 HL157621NHLBI NIH HHS R01 HL141844NIMHD NIH HHS R01 MD018340
6 · The paper itself

Abstract

COVID-19 has adversely impacted the health behaviors of billions of people across the globe, modifying their former trends in health and lifestyle. In this paper, we compare the psychosocial language markers associated with diet, physical activity, substance use, and smoking before and after the onset of COVID-19 pandemic. We leverage the popular social media platform Reddit to analyze 1 million posts between January 6, 2019, to January 5, 2021, from 22 different communities (i.e., subreddits) that belong to four broader groups-diet, physical activity, substance use, and smoking. We identified that before the COVID-19 pandemic, posts involved sharing information about vacation, international travel, work, family, consumption of illicit substances, vaping, and alcohol, whereas during the pandemic, posts contained emotional content associated with quarantine, withdrawal symptoms, anxiety, attempts to quit smoking, cravings, weight loss, and physical fitness. Prevalent topic analysis showed that the pandemic was associated with discussions about nutrition, physical fitness, and outdoor activities such as backpacking and biking, suggesting users' focus shifted toward their physical health during the pandemic. Starting from the week of March 23, 2020, when several stay-at-home policies were enacted, users wrote more about coping with stress and anxiety, alcohol misuse and abuse, and harm-reduction strategies like switching from hard liquor to beer/wine after people were socially isolated. In addition, posts related to use of substances such as benzodiazepines (valium, xanax, clonazepam), nootropics (kratom, phenibut), and opioids peaked around March 23, 2020, followed by a decline. Of note, unlike the general decline observed, the volume of posts related to alternatives to heroin (e.g., fentanyl) increased during the COVID-19 pandemic. Posts about quitting smoking gained momentum after late March 2020, and there was a sharp decline in posts about craving to smoke. This study highlights the significance of studying social media discussions on platforms like Reddit which are a rich ecological source of human experiences and provide insights to inform targeted messaging and mitigation strategies, and further complement ongoing traditional primary data collection methods.

Indexed as

COVID-19Social MediaSubstance-Related DisordersDietExerciseHumansLanguagePandemicsSmoking

Identifiers

PMID36735708
PMCPMC9897548
OpenAlexW4319058477

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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 OpenQuestion graph.