Evidence map›Paper›PMID 41111782›Full record

ArticleCureus2025

Text Mining of Symptom Descriptions in the Vaccine Adverse Event Reporting System for Human Papillomavirus Vaccination.

Kohei Shiota, Megumi Horibe, Yoko Ino, Mari Iwata, Hideyuki Tanaka, Mayumi Kitamura, Kazuhiro Iguchi, Mitsuhiro Nakamura

Abstract read
In one paragraph

Article in Cureus, 2025. 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

8 authors.

Kohei ShiotaLaboratory of Drug Informatics, Gifu Pharmaceutical University, Gifu, JPN.
Megumi HoribeDepartment of Nursing, School of Health Sciences, Asahi University, Gifu, JPN.
Yoko InoLaboratory of Pharmaceutical Health Care and Promotion, Gifu Pharmaceutical University, Gifu, JPN.
Mari IwataDepartment of Pharmacy, Yanaizu Pharmacy, Gifu, JPN.
Hideyuki TanakaLaboratory of Drug Informatics, Gifu Pharmaceutical University, Gifu, JPN.
Mayumi KitamuraDepartment of Nursing, School of Health Sciences, Asahi University, Gifu, JPN.
Kazuhiro IguchiLaboratory of Community Pharmacy, Gifu Pharmaceutical University, Gifu, JPN.
Mitsuhiro NakamuraLaboratory of Drug Informatics, Gifu Pharmaceutical University, Gifu, JPN.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

introductionThe World Health Organizationhas reaffirmed the efficacy and safety of human papillomavirus (HPV) vaccines in a statement. While vaccine safety has been extensively studied, little is known about the descriptive language used in reports of adverse events. The Vaccine Adverse Event Reporting System (VAERS), managed by the US Food and Drug Administration and the Centers for Disease Control and Prevention, collects free-text narratives on adverse events following vaccination. This study aimed to examine these narratives to describe vocabulary patterns associated with HPV vaccination.

methodsWe conducted a retrospective, cross-sectional observational study using quantitative text mining techniques. Symptom descriptions related to HPV vaccination were extracted from the Vaccine Adverse Event Reporting System (VAERS, 2009-2023). Sentiment analysis was performed with the AFINN lexicon in R ("tidytext" package), which assigns numerical sentiment scores to words. This quantitative scoring approach enabled us to describe vocabulary patterns without qualitative inference of context or emotions.

resultsSentiment analysis was performed using the R "tidytext" package with the AFINN lexicon. Reports on suspected adverse events were obtained from the VAERS reports spanning 2009 to 2023, comprising 55,919 suspected adverse events. Approximately 6% of these reports involved product handling issues. The analysis showed that sentiments toward vaccination were more negative among females than males.

conclusionHealthcare providers supporting HPV vaccination should provide patients with accurate and comprehensive information on vaccine safety and potential adverse reactions.

Indexed as

human papillomavirus vaccinesentiment analysistext miningvaccine administrationvaccine adverse event reporting system

Identifiers

PMID41111782
PMCPMC12534138

What OpenQuestion holds

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LicenceCC BY
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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.