Evidence map›Paper›PMID 41710334›Full record

ArticlePatient preference and adherence2026

Monetary Risk Preferences and Demand for Preventative Treatment: A Discrete Choice Experiment Among Individuals at High Risk for Lung Cancer.

Xiaoying Liu, Ian P Smith, Ellen M Janssen, Carol Mansfield

Abstract read
In one paragraph

Article in Patient preference and adherence, 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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0citing papers in PubMed
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1 · What the graph read from it

What it found

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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

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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

4 authors.

Xiaoying LiuPopulation Studies Center, University of Pennsylvania, Philadelphia, PA, USA.ORCID 0000-0001-9897-1291
Ian P SmithInterventional Oncology, Johnson & Johnson External Innovation, New Brunswick, NJ, USA.ORCID 0000-0002-1236-2872
Ellen M JanssenGlobal Epidemiology, Janssen Research and Development, Titusville, NJ, USA.ORCID 0000-0003-0405-4252
Carol MansfieldRTI Health Solutions, Research Triangle Park, NC, USA.ORCID 0000-0002-3144-8938

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Purpose: People's risk preferences may differ depending on the domain in which someone is taking the risk, influencing their demand for innovative medical treatment with uncertain future benefits. This study aims to examine how monetary risk preferences are associated with health risk preferences for a hypothetical lung cancer preventative treatment (one that reduces the chance of getting lung cancer) and the demand for other preventative treatments or measures. Methods: A total of 803 individuals aged 50-80 years at high risk of lung cancer completed a hypothetical investment exercise to measure monetary risk preference, as well as a discrete-choice experiment to measure health risk preference for lung cancer preventative treatment. They also answered questions about other preventative treatments or measures and screening tests they have taken. Results: On average, respondents were willing to invest $67.40 (SD= $31.20) out of $100 in the hypothetical investment exercise. Given the presented levels of benefits and side effects of hypothetical treatment, 50.2% of the participants favored lung cancer preventative treatment, 29.2% were undecided, while 20.7% disliked it. Compared to those not willing to invest any amount, those willing to invest higher amounts were less likely to fall into the no-treatment group (OR=0.171 (p<0.001) to 0.335 (p=0.049), depending on the investment amount category). Additionally, individuals who expressed greater willingness to invest were also more likely to have previously received other forms of preventative healthcare (OR=1.008, p=0.025). Conclusion: Monetary risk preference is related with risk preferences in health and can predict demand for preventative treatments or measures.

Indexed as

latent-class analysisnovel treatmentrisk aversionrisk perception

Identifiers

PMID41710334
PMCPMC12912116

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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.