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解读数字健康中数字偏差的影响——文献综述

Unraveling the Implications of Digit Bias in Digital Health - A Literature Review.

作者信息

Suzuki Takahiro, Nagasu Hajime, Ebara Takeshi, Kagiyama Nobuyuki, Kishi Takuya, Yano Yuichiro, Kario Kazuomi, Nishiyama Akira, Arima Hisatomi, Kawai Fujimi, Shibata Shigeru, Node Koichi, Mizuno Atsushi

机构信息

Department of Cardiovascular Medicine, St. Luke's International Hospital, Japan.

Department of Nephrology and Hypertension, Kawasaki Medical School, Japan.

出版信息

Intern Med. 2025 Jul 15;64(14):2090-2099. doi: 10.2169/internalmedicine.4666-24. Epub 2024 Dec 5.

DOI:10.2169/internalmedicine.4666-24
PMID:39631859
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12331322/
Abstract

Digital health, which encompasses digital medicine and therapy, integrates advanced technologies across healthcare. Central to this transformation is 'digitization,' which converts continuous analog data into a discrete digital form. However, this process is challenging. First, digitization inherently has the potential to introduce information loss, thereby diminishing the richness and complexity of data. Second, "digit bias," a cognitive distortion, emerges in the interpretation phase, where individuals' perceptions of and reactions to digital data are intrinsically skewed. There exist two major cognitive biases during digitization process: "digit preferences," where healthcare providers prioritize specific numbers, and "left digit bias" where continuous variables are disproportionately estimated by focusing on the leftmost digit. Although information loss and cognitive biases can cause significant distortions in healthcare, the effects of this "digitization" process have not been adequately quantified, and the accumulation of further evidence in this field is anticipated.

摘要

数字健康涵盖数字医学和治疗,整合了医疗保健领域的先进技术。这一转变的核心是“数字化”,即将连续的模拟数据转换为离散的数字形式。然而,这一过程具有挑战性。首先,数字化本身有可能导致信息丢失,从而降低数据的丰富性和复杂性。其次,“数字偏差”这种认知扭曲出现在解释阶段,即个体对数字数据的认知和反应本质上存在偏差。在数字化过程中存在两种主要的认知偏差:“数字偏好”,即医疗保健提供者优先考虑特定数字;以及“左位数字偏差”,即通过关注最左边的数字来不成比例地估计连续变量。尽管信息丢失和认知偏差可能会在医疗保健中造成重大扭曲,但这一“数字化”过程的影响尚未得到充分量化,预计该领域将积累更多证据。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f31a/12331322/da3ee54596ab/1349-7235-64-14-2090-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f31a/12331322/5100f56d3023/1349-7235-64-14-2090-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f31a/12331322/38320b1c7880/1349-7235-64-14-2090-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f31a/12331322/da3ee54596ab/1349-7235-64-14-2090-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f31a/12331322/5100f56d3023/1349-7235-64-14-2090-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f31a/12331322/38320b1c7880/1349-7235-64-14-2090-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f31a/12331322/da3ee54596ab/1349-7235-64-14-2090-g003.jpg

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本文引用的文献

1
Left-digit bias in out-hospital cardiac arrest: The JCS-ReSS study.院外心脏骤停中的左侧数字偏倚:JCS-ReSS 研究。
PLoS One. 2024 Aug 23;19(8):e0305577. doi: 10.1371/journal.pone.0305577. eCollection 2024.
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Effect of age-based left-digit bias on stroke diagnosis: Regression discontinuity design.基于年龄的左位数字偏倚对脑卒中诊断的影响:回归间断设计。
Soc Sci Med. 2023 Oct;334:116193. doi: 10.1016/j.socscimed.2023.116193. Epub 2023 Aug 26.
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Blood pressure measurement and blood pressure control in Veterans Affairs medical centers.
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Digital health, digital medicine, and digital therapeutics in cardiology: current evidence and future perspective in Japan.心脏病学中的数字健康、数字医学和数字疗法:日本的当前证据和未来展望。
Hypertens Res. 2023 Sep;46(9):2126-2134. doi: 10.1038/s41440-023-01317-8. Epub 2023 May 31.
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Digit preference and biased conclusions in cardiac arrest studies.数字偏好与心脏骤停研究中的偏倚结论。
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The quality of vital signs measurements and value preferences in electronic medical records varies by hospital, specialty, and patient demographics.生命体征测量和电子病历中的价值偏好的质量因医院、专业和患者人口统计学特征而异。
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79 is the new 70: Left digit bias in craniotomy.79 如今相当于过去的 70:开颅手术中的左位数字偏差。
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How registered nurses are measuring respiratory rates in adult acute care health settings: An integrative review.注册护士在成人急性护理健康环境中测量呼吸频率的方法:综合评价。
J Clin Nurs. 2023 Aug;32(15-16):4515-4527. doi: 10.1111/jocn.16522. Epub 2022 Sep 12.
9
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