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Updated: Mar 29, 2026

An R-Based Landscape Validation of a Competing Risk Model
Published on: September 16, 2022
Quantitative versus qualitative risk framing in patient decision aids for dysplastic nevi: A randomized A/B testing
Jaclyn N Roland-McGowan1, Oscar M Ose2, Yun Yu3
1School of Medicine, Oregon Health & Science University, Portland, Oregon; Department of Dermatology, Oregon Health & Science University, Portland, Oregon.
Background:
Patient decision aids (PDAs) support shared decision-making by presenting treatment options clearly and objectively. However, little is known about how risk framing and diagnostic severity labels influence patient preferences in dermatology.
Objective:
Assess how PDA format (quantitative vs qualitative) and dysplastic nevus severity (mild, moderate, or severe) affect understanding, risk perception, confidence, and treatment intent.
Methods:
In this randomized A/B testing design, 600 US adults viewed a quantitative or qualitative PDA describing a mild, moderate, or severe dysplastic nevus scenario. Self-reported outcomes included understanding, treatment selection (excision vs monitoring), satisfaction, decision-making confidence, perceived melanoma risk, and concern. Analyses used nonparametric tests and logistic regression.
Results:
Quantitative PDAs improved self-reported understanding (median 80 vs 72; P = .008) and confidence (P = .003) and lowered perceived melanoma risk for monitoring (P = .003) and excision (P < .001), but did not change excision intent (52% vs 53%; odds ratio 1.04, 95% CI 0.75-1.43; P = .818). Dysplastic nevus severity significantly increased excision intent (31% mild, 41% moderate, 72% severe; P < .001), without affecting understanding.
Conclusion:
Quantitative PDAs enhance comprehension, yet diagnostic severity labels predominantly drive treatment intent. Approximately one-third of participants diverged from expert recommendations despite high comprehension, underscoring that individual values drive treatment choices.
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