Evidence map›Paper›PMID 42649363›Full record

ArticleJournal of cancer education : the official journal of the American Association for Cancer Education2026

Preference Does Not Match Use: A Pilot Study of Data Visualization Format and Cancer Risk Comprehension Across Educational Levels.

Diogo Nogueira, Celia Azevedo Soares

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Article in Journal of cancer education : the official journal of the American Association for Cancer Education, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

2 authors.

Diogo NogueiraServiço de Genética Médica, Centro de Genética Médica Dr. Jacinto Magalhães, Unidade Local de Saúde Sto. António, Porto, Portugal.
Celia Azevedo SoaresServiço de Genética Médica, Centro de Genética Médica Dr. Jacinto Magalhães, Unidade Local de Saúde Sto. António, Porto, Portugal. azevedo.soares@ua.pt.ORCID http://orcid.org/0000-0002-2907-0091

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The selection of data visualization formats for cancer risk communication is a routine decision in clinical cancer education, yet it currently lacks an empirical basis. This pilot study examined format preference and comprehension across educational levels in a medical genetics clinic, and whether stated preference corresponds to the format consulted under cognitive demand. In this cross-sectional pilot study at a medical genetics clinic in Porto, Portugal (January-June 2024), 63 adults stratified by educational attainment (low, n = 25; medium, n = 16; high, n = 22) evaluated five visualization formats (bar graph, table, pictograph, pie chart, clock graph) presenting identical risk scenarios. Preference and comprehension were assessed via semi-structured interview using non-parametric tests. Bar graphs (30.2%) and Table (28.6%) were most preferred; comprehension was highest for bar graphs (87.5%) and Table (87.0%). Clock graphs were least preferred (7.9%) and least understood (25.0% for Question 1; OR = 0.064, 95% CI 0.011-0.617, p = 0.023). Comprehension differed by educational level (54.0% low, 78.1% medium, 97.7% high; p < 0.001, Cramer's V = 0.44). Preference and consulted format diverged: tables were used by 36.5-39.7% of participants despite being preferred by only 28.6%. Format selection in cancer risk education should not rely on patient preference alone. Bar graph and table use were associated with higher comprehension; clock graph use was associated with lower accuracy. For patients with lower educational attainment, no format achieved adequate comprehension. This supports multimodal education strategies. These associations are observational and cannot be causally attributed to format itself, as format was self-selected.

Indexed as

Cancer educationCancer risk comprehensionData visualizationEducational attainmentHealth literacyPatient educationRisk communication

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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.