Evidence map›Paper›PMID 41716883›Full record

ArticleFrontiers in digital health2026

Using search engine analytics to identify public interest and needs in periodontal disease: a retrospective comparative search term analysis of the keywords "periodontitis" and "gingivitis" for the years 2008-2025 in 5 different countries.

Pablo Cores Ziskoven, Christian Walter, Philipp Bani, Lena K Müller-Heupt, Andreas M Geyer, David Kiramira, Dominik Haag, James Deschner

Abstract read
In one paragraph

Article in Frontiers in digital health, 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

8 authors.

Pablo Cores ZiskovenDepartment of Periodontology and Operative Dentistry, University Medical Center, Johannes Gutenberg University, Mainz, Germany.
Christian WalterOral and Maxillofacial Surgery Mediplus MVZ GmbH, Mainz, Germany.
Philipp BaniDepartment of Periodontology and Operative Dentistry, University Medical Center, Johannes Gutenberg University, Mainz, Germany.
Lena K Müller-HeuptDepartment of Periodontology and Operative Dentistry, University Medical Center, Johannes Gutenberg University, Mainz, Germany.
Andreas M GeyerDepartment of Periodontology and Operative Dentistry, University Medical Center, Johannes Gutenberg University, Mainz, Germany.
David KiramiraDepartment of Periodontology and Operative Dentistry, University Medical Center, Johannes Gutenberg University, Mainz, Germany.
Dominik HaagDepartment of Periodontology and Operative Dentistry, University Medical Center, Johannes Gutenberg University, Mainz, Germany.
James DeschnerDepartment of Periodontology and Operative Dentistry, University Medical Center, Johannes Gutenberg University, Mainz, Germany.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Periodontitis is a widespread disease with high global prevalence. Alongside medical consultations, patients and healthcare professionals increasingly seek diagnostic and treatment information online. However, few studies have analyzed these search queries, despite their potential to reflect public interest and concerns. Extracting and analyzing such queries may contribute significantly to personalized diagnostics, therapy, and prevention, while also raising awareness of the disease. Methods: The web tool Results: From 2008 to 2025, search volumes for both terms increased significantly in all five countries. In Germany and Italy, "periodontitis" overtook "gingivitis", while in France, Spain, and the US, "gingivitis" remained more frequently searched. Age-specific trends showed gingivitis queries peaked among 18-34-year-olds, while periodontitis was most searched by those aged 25-44. Most searches were conducted via mobile devices, especially in Italy and the USA. Around 50% of users did not click on any result, and organic results were preferred over advertisements. Related queries highlighted strong interest in treatment, home remedies, veterinary relevance, and-uniquely in Spain-celebrity connections. Conclusion: Search interest in gingivitis and periodontitis is high and has grown significantly from 2008 to 2025 across all examined countries. This suggests increased awareness but also reveals a need for improved education and accessible information. Frequently searched topics focused on etiology, diagnosis, and treatment, underscoring the role of search engines as key sources of medical information. These insights offer valuable, unfiltered reflections of patient concerns and questions. In an era of personalized medicine, such data should be integrated into patient-centered care strategies to better address individual needs.

Indexed as

digital health behaviorgingivitisgoogletrendsperiodontitispersonalized medicinesearch term analysis

Identifiers

PMID41716883
PMCPMC12913505

What Socratic 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 Socratic graph.