The science of visual data communication: What works

SL Franconeri, LM Padilla, P Shah… - … Science in the …, 2021 - journals.sagepub.com
Effectively designed data visualizations allow viewers to use their powerful visual systems to
understand patterns in data across science, education, health, and public policy. But …

Designing visual aids that promote risk literacy: A systematic review of health research and evidence-based design heuristics

R Garcia-Retamero, ET Cokely - Human factors, 2017 - journals.sagepub.com
Background Effective risk communication is essential for informed decision making.
Unfortunately, many people struggle to understand typical risk communications because …

Bayesian inference for psychology. Part II: Example applications with JASP

EJ Wagenmakers, J Love, M Marsman, T Jamil… - Psychonomic bulletin & …, 2018 - Springer
Bayesian hypothesis testing presents an attractive alternative to p value hypothesis testing.
Part I of this series outlined several advantages of Bayesian hypothesis testing, including the …

Contemporary guidance for stated preference studies

RJ Johnston, KJ Boyle, W Adamowicz… - Journal of the …, 2017 - journals.uchicago.edu
This article proposes contemporary best-practice recommendations for stated preference
(SP) studies used to inform decision making, grounded in the accumulated body of peer …

Designing human-centered AI for mental health: Develo** clinically relevant applications for online CBT treatment

A Thieme, M Hanratty, M Lyons, J Palacios… - ACM Transactions on …, 2023 - dl.acm.org
Recent advances in AI and machine learning (ML) promise significant transformations in the
future delivery of healthcare. Despite a surge in research and development, few works have …

Presenting quantitative information about decision outcomes: a risk communication primer for patient decision aid developers

LJ Trevena, BJ Zikmund-Fisher, A Edwards… - BMC medical informatics …, 2013 - Springer
Background Making evidence-based decisions often requires comparison of two or more
options. Research-based evidence may exist which quantifies how likely the outcomes are …

How numeracy influences risk comprehension and medical decision making.

VF Reyna, WL Nelson, PK Han… - Psychological …, 2009 - psycnet.apa.org
We review the growing literature on health numeracy, the ability to understand and use
numerical information, and its relation to cognition, health behaviors, and medical outcomes …

Visualizing uncertainty about the future

D Spiegelhalter, M Pearson, I Short - science, 2011 - science.org
We are all faced with uncertainty about the future, but we can get the measure of some
uncertainties in terms of probabilities. Probabilities are notoriously difficult to communicate …

General performance on a numeracy scale among highly educated samples

IM Lipkus, G Samsa, BK Rimer - Medical decision making, 2001 - journals.sagepub.com
Background. Numeracy, how facile people are with basic probability and mathematical
concepts, is associated with how people perceive health risks. Performance on simple …

Hel** patients decide: ten steps to better risk communication

A Fagerlin, BJ Zikmund-Fisher… - Journal of the National …, 2011 - academic.oup.com
With increasing frequency, patients are being asked to make complex decisions about
cancer screening, prevention, and treatment. These decisions are fraught with emotion and …