Measuring the Impact of AI on Report-Drafting Efficiency in Chest Computed Tomography Interpretation: Retrospective Analysis

AI-assisted lung nodule diagnosis may initially increase report-drafting time due to adaptation and workflow adjustment. Sustained, meaningful efficiency gains were heterogeneous and observed at only 1 of the 2 study sites, indicating that long-term impacts are strongly contingent on site-specific implementation dynamics, learning curves, and local context.

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Publication Details

Journal
Journal of Medical Internet Research
Published
2026-02-14
DOI
https://doi.org/10.2196/77967
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
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article

Measuring the Impact of AI on Report-Drafting Efficiency in Chest Computed Tomography Interpretation: Retrospective Analysis

Zhuozhao Zheng, W Liu, Mark J. Bittle, Hadi Kharrazi et al.
Journal of Medical Internet Research
Artificial Intelligence in Healthcare and Education
article

Measuring the Impact of AI on Report-Drafting Efficiency in Chest Computed Tomography Interpretation: Retrospective Analysis

Zhuozhao Zheng, W Liu, Mark J. Bittle, Hadi Kharrazi, Wei Yu, You Wu
article en

Abstract

AI-assisted lung nodule diagnosis may initially increase report-drafting time due to adaptation and workflow adjustment. Sustained, meaningful efficiency gains were heterogeneous and observed at only 1 of the 2 study sites, indicating that long-term impacts are strongly contingent on site-specific implementation dynamics, learning curves, and local context.

Journal of Medical Internet ResearchVol. 28
Johns Hopkins University (US), Capital Medical University (CN), Beijing Founder Electronics (China) (CN), Beijing Anzhen Hospital (CN), Beijing Tsinghua Chang Gung Hospital (CN), Beijing Hua Xin Hospital (CN), Tsinghua University (CN)
Openalex Percentile: Top 56%
Artificial Intelligence in Healthcare and Education
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