Evidence map›Paper›PMID 27398375›Full record

ArticleCMAJ open

Attitude to health risk in the Canadian population: a cross-sectional survey.

Nick Bansback, Mark Harrison, Mohsen Sadatsafavi, Anne Stiggelbout, David G T Whitehurst

Abstract read
In one paragraph

Article in CMAJ open. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing 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

6 citing papers in PubMed.

  1. Article
  2. Nomenclature revision may mitigate potential overtreatment of incidental finding of coronary calcium on chest computed tomography.CMAJ : Canadian Medical Association journal = journal de l'Association medicale canadienne · 2025
    Article
  3. Article
  4. Article
  5. Review
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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

5 authors.

Nick BansbackSchool of Population and Public Health (Bansback), University of British Columbia; Centre for Health Evaluation & Outcome Sciences (Bansback, Harrison); Centre for Clinical Epidemiology and Evaluation (Bansback, Sadatsafavi, Whitehurst), Vancouver Coastal Research Institute; Faculty of Pharmaceutical Sciences (Harrison), University of British Columbia; Faculty of Medicine (Sadatsafavi), Gordon and Leslie Diamond Health Care Centre, Vancouver, BC; Leiden University Medical Center (Stiggelbout), Leiden, Netherlands; Faculty of Health Sciences (Whitehurst), Simon Fraser University, Burnaby, BC.
Mark HarrisonSchool of Population and Public Health (Bansback), University of British Columbia; Centre for Health Evaluation & Outcome Sciences (Bansback, Harrison); Centre for Clinical Epidemiology and Evaluation (Bansback, Sadatsafavi, Whitehurst), Vancouver Coastal Research Institute; Faculty of Pharmaceutical Sciences (Harrison), University of British Columbia; Faculty of Medicine (Sadatsafavi), Gordon and Leslie Diamond Health Care Centre, Vancouver, BC; Leiden University Medical Center (Stiggelbout), Leiden, Netherlands; Faculty of Health Sciences (Whitehurst), Simon Fraser University, Burnaby, BC.
Mohsen SadatsafaviSchool of Population and Public Health (Bansback), University of British Columbia; Centre for Health Evaluation & Outcome Sciences (Bansback, Harrison); Centre for Clinical Epidemiology and Evaluation (Bansback, Sadatsafavi, Whitehurst), Vancouver Coastal Research Institute; Faculty of Pharmaceutical Sciences (Harrison), University of British Columbia; Faculty of Medicine (Sadatsafavi), Gordon and Leslie Diamond Health Care Centre, Vancouver, BC; Leiden University Medical Center (Stiggelbout), Leiden, Netherlands; Faculty of Health Sciences (Whitehurst), Simon Fraser University, Burnaby, BC.
Anne StiggelboutSchool of Population and Public Health (Bansback), University of British Columbia; Centre for Health Evaluation & Outcome Sciences (Bansback, Harrison); Centre for Clinical Epidemiology and Evaluation (Bansback, Sadatsafavi, Whitehurst), Vancouver Coastal Research Institute; Faculty of Pharmaceutical Sciences (Harrison), University of British Columbia; Faculty of Medicine (Sadatsafavi), Gordon and Leslie Diamond Health Care Centre, Vancouver, BC; Leiden University Medical Center (Stiggelbout), Leiden, Netherlands; Faculty of Health Sciences (Whitehurst), Simon Fraser University, Burnaby, BC.
David G T WhitehurstSchool of Population and Public Health (Bansback), University of British Columbia; Centre for Health Evaluation & Outcome Sciences (Bansback, Harrison); Centre for Clinical Epidemiology and Evaluation (Bansback, Sadatsafavi, Whitehurst), Vancouver Coastal Research Institute; Faculty of Pharmaceutical Sciences (Harrison), University of British Columbia; Faculty of Medicine (Sadatsafavi), Gordon and Leslie Diamond Health Care Centre, Vancouver, BC; Leiden University Medical Center (Stiggelbout), Leiden, Netherlands; Faculty of Health Sciences (Whitehurst), Simon Fraser University, Burnaby, BC.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundRisk is a ubiquitous part of health care. Understanding how people respond to risks is important for predicting how populations make health decisions. Our objective was to seek preliminary descriptive insights into the attitude to health risk in the Canadian population and factors associated with heterogeneity in risk attitude.

methodsWe used a large market-research panel to survey (in English and French) a representative sample of the Canadian general population that reflected the age, sex and geography of the population. The survey included the Health-Risk Attitude Scale, which predicts how a person resolves risky health decisions related to treatment, prevention of disease and health-related behaviour. In addition, we assessed participants' numeracy and risk understanding, as well as income band and level of education. We summarized the responses, and we explored the independent associations between demographics, numeracy, risk understanding and risk attitude in multivariable models.

resultsOf 6780 respondents, 4949 (73.0%) were averse to health risks; however, but there was considerable heterogeneity in the magnitude of risk aversion. We found significant gradients of risk averse attitudes with increasing age and being female (p < 0.001) using the multivariable model. French-speaking participants appeared to be more risk averse than those who were English-speaking (p < 0.001), as were individuals scoring higher on the Subjective Numeracy Scale (p < 0.001). INTERPREATION: In general, Canadians were averse to health risks, but we found that a sizeable, identifiable group of risk takers exists. Heterogeneity in preferences for risk can explain variations in health care utilization in the context of patient-centred care. Understanding risk preference heterogeneity can help guide policy and assist in patient-physician decisions.

Identifiers

PMID27398375
PMCPMC4933649

What OpenQuestion holds

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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.