Evidence map›Paper›PMID 42314149›Full record

ArticleOnline journal of public health informatics2026

Tweets Surrounding Pharmaceutical Drug Brands With Top Direct-to-Consumer TV-Advertising Budgets: Social Media Listening Study.

Wendy Macias, María Belén Navarro Castillo

Abstract read
In one paragraph

Article in Online journal of public health informatics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
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

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

2 authors.

Wendy Macias *Department of Strategic Communication, Texas Christian University, TCU Box 298065, Fort Worth, TX, 76129, United States, 1 817 257 4577.ORCID http://orcid.org/0000-0001-6408-1821
María Belén Navarro Castillo *AECOM, Dallas, TX, United States.ORCID http://orcid.org/0009-0003-8011-8120

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Direct-to-consumer (DTC) pharmaceutical advertising allocates billions annually in the United States; however, the analysis of conversations on social media about DTC drugs remains sparse. Twitter (subsequently rebranded X) is serving as a forum for pharmaceutical companies, their constituents, and social media health influencers to discuss topics related to DTC drugs with high advertising budgets. Objective: This study aims to examine user-generated topics discussed for the highest-budgeted DTC pharmaceutical drugs and to identify the agenda-setting themes and uses and gratifications that emerged. Methods: This social media listening study used Brandwatch to analyze Twitter conversations (August 2021-August 2023) surrounding top-budgeted DTC brands from 2020 to 2022. A dataset of 44,700 mentions from 26,800 unique authors was analyzed for content, sentiment, and thematic relevance using agenda-setting and uses and gratifications frameworks. Results: Four dominant themes emerged: (1) patient experiences/testimonials, (2) drug pricing/insurance concerns, (3) pharmaceutical news, and (4) advertising commentary. The content shows a range of potentially agenda-setting topics, including pharmaceutical companies, their DTC drugs, patient experiences, costs, insurance, and advertising commentary. The uses and gratifications we found included information, entertainment, economic benefits, and social benefits, with information being the most prevalent. Conclusions: Our study provides an important glimpse into what is being discussed on Twitter by, with, and about pharmaceutical drugs that spend billions on advertising each year [1]. Although more tweets were neutral than positive or negative, the overall sentiment of the top terms was negative. The predominance of negative sentiment in our findings suggests that many social media users express apprehensions or criticisms about these drugs, highlighting the need for improved communication, transparency, and engagement strategies. Further implications are also discussed surrounding public policy and industry practice. Suggested future research directions include NodeXL network analysis and qualitative inquiry into user motivations.

Indexed as

agenda settingdirect-to-consumer pharmaceutical advertisingpatient engagementsocial media listeninguses and gratifications

Identifiers

PMID42314149
PMCPMC13278610

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Registered trials

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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 OpenQuestion graph.