Evidence map›Paper›PMID 38784155›Full record

ArticleTobacco prevention & cessation2024

Digital smoke signals: Event-driven online search trends in Heated Tobacco Products in Poland.

Paulina Dera, Krzysztof Klimiuk, Olga Kalinowska-Beszczyńska, Łukasz Balwicki

Abstract read
In one paragraph

Article in Tobacco prevention & cessation, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Odor Reduction Drives Transition to Heat-Not-Burn Tobacco Products in Poland.Medical science monitor : international medical journal of experimental and clinical research · 2025
    Article
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

4 authors.

Paulina DeraDepartment of Public Health and Social Medicine, Medical University of Gdansk, Gdansk, Poland.
Krzysztof KlimiukDepartment of Public Health and Social Medicine, Medical University of Gdansk, Gdansk, Poland.
Olga Kalinowska-BeszczyńskaDepartment of Public Health and Social Medicine, Medical University of Gdansk, Gdansk, Poland.
Łukasz BalwickiDepartment of Public Health and Social Medicine, Medical University of Gdansk, Gdansk, Poland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

introductionHeated tobacco products (HTPs) have emerged as a prominent category in the tobacco market, particularly within European countries such as Poland. The introduction of HTPs has been met with increasing public interest, reflected in online search behavior. However, the public health implications of this new form of tobacco consumption remain a concern due to the lack of comprehensive research on its long-term effects. This study aimed to track the trends in online searches related to HTPs in Poland between 2016 and 2022, and to assess the impact of significant events on these trends in order to provide insights into public awareness of HTPs.

methodsUtilizing Google Trends, a free source tool, this study analyzed relative search volume (RSV) for HTP-related keywords in Poland. Key events were identified and mapped against the fluctuations in RSV to understand their impact on search behavior. The analysis was confined to specific HTP-related keywords, excluding broader tobacco-related terms.

resultsA notable increase in HTP-related search queries was observed, particularly around the time of product launches and legislative changes. The largest increases occurred during the introduction of HTPs to the Polish market and during major events such as the COVID-19 pandemic.

conclusionsThe study demonstrates a market interest in HTPs among Polish internet users, with search trends influenced by product launches and policy changes. The findings highlight the importance of monitoring online behaviors to inform public health efforts, despite limitations such as the lack of demographic data. Further research is needed to deepen the understanding of how these online trends correlate with actual consumer behavior and product sales.

Indexed as

emerging productsgoogle trendsheated tobacco productsinternetpublic healthtobacco industry marketing

Identifiers

PMID38784155
PMCPMC11112517

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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.