Visual acuity: single-run confidence interval obtained via bootstrapping, implemented in the Freiburg Vision Test

Abstract Whenever measuring, it is good practice to report not only an outcome point value, but also a measure of dispersion. This is rarely done for visual acuity. We here demonstrate that a confidence interval (CI) can be obtained for visual acuity based on all staircase responses. The CI is obtained via bootstrapping to construct an estimate of the pragmatic distribution of outcomes. The method has been implemented in FrACT₁₀ (Freiburg Vision Test) and can calculate the 95% CI based on 18 trials, sampled 10,000 times. In two large datasets, the sampling-based confidence intervals were found to be very close to the test-retest limits of agreement (based on repeat runs). The bootstrapping approach might fruitfully be generalized to other psychophysical thresholds.

Authors

Publication Details

Journal
Graefe s Archive for Clinical and Experimental Ophthalmology
Published
2026-10-08
DOI
https://doi.org/10.1007/s00417-026-07546-0
Primary Topic
Visual perception and processing mechanisms
Type
article
Field-Weighted Citation Impact
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article

Visual acuity: single-run confidence interval obtained via bootstrapping, implemented in the Freiburg Vision Test

Michael Bach, Sven P. Heinrich, Bernhard Treutwein
Graefe s Archive for Clinical and Experimental Ophthalmology
Visual perception and processing mechanisms
article

Visual acuity: single-run confidence interval obtained via bootstrapping, implemented in the Freiburg Vision Test

Michael Bach, Sven P. Heinrich, Bernhard Treutwein
article en

Abstract

Abstract Whenever measuring, it is good practice to report not only an outcome point value, but also a measure of dispersion. This is rarely done for visual acuity. We here demonstrate that a confidence interval (CI) can be obtained for visual acuity based on all staircase responses. The CI is obtained via bootstrapping to construct an estimate of the pragmatic distribution of outcomes. The method has been implemented in FrACT₁₀ (Freiburg Vision Test) and can calculate the 95% CI based on 18 trials, sampled 10,000 times. In two large datasets, the sampling-based confidence intervals were found to be very close to the test-retest limits of agreement (based on repeat runs). The bootstrapping approach might fruitfully be generalized to other psychophysical thresholds.

Graefe s Archive for Clinical and Experimental Ophthalmology
Openalex Percentile: Top 13%
Visual perception and processing mechanisms
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Visual acuity: single-run confidence interval obtained via bootstrapping, implemented in the Freiburg Vision Test — Michael Bach, Sven P. Heinrich, et al. · Graefe s Archive for Clinical and Experimental Ophthalmology (2026) | TGRS Research Map | TGRS