ArticleJAMA network open2020
Association of Electronic Health Record Use With Physician Fatigue and Efficiency.
Article in JAMA network open, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 72 papers, 4 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
72 citing papers in PubMed, 4 syntheses or guidelines pooled it, 105 citations in OpenAlex.
- Emergency Department Programs to Support Medication Safety in Older Adults: A Systematic Review and Meta-Analysis.JAMA network open · 2025Pooled it
- Examining Mental Workload Relating to Digital Health Technologies in Health Care: Systematic Review.Journal of medical Internet research · 2022Pooled it
- Physician Burnout and the Electronic Health Record Leading Up to and During the First Year of COVID-19: Systematic Review.Journal of medical Internet research · 2022Pooled it
- The burden of the digital environment: a systematic review on organization-directed workplace interventions to mitigate physician burnout.Journal of the American Medical Informatics Association : JAMIA · 2021Pooled it
- Provider Interaction With an Electronic Health Record Notification to Identify Eligible Patients for a Cluster Randomized Trial of Advance Care Planning in Primary Care: Secondary Analysis.Journal of medical Internet research · 2023Trial
- Effect of restricting electronic health records on clinician efficiency: substudy of a randomized clinical trial.Journal of the American Medical Informatics Association : JAMIA · 2023Trial
- A Two-Level, Multidimensional Framework for Understanding and Treating Clinician Fatigue.Health care analysis : HCA : journal of health philosophy and policy · 2026Article
- Factors influencing antibiotic use in confirmed viral respiratory tract infections.The Journal of antimicrobial chemotherapy · 2026Observational
- Automating the Management of Extraspinal Findings in Magnetic Resonance Imaging Spine Studies Using a Privacy-Preserving Large Language Model: Retrospective Validation Study.Journal of medical Internet research · 2026Article
- User Experiences of Electronic Controlled Substance Surveillance Among Health Care Professionals in a Large Academic Hospital: Cross-Sectional Survey.Journal of medical Internet research · 2026Article
- The Role of Clinician Training in Translating Clinical Decision-Making into Timely VHA-Guided Care. Comment on Natalini et al. Viscoelastic Hemostatic Assays in the Management of Trauma-Induced Coagulopathy: A Clinical Update.Journal of clinical medicine · 2026Article
- Designing clinical AI for patient-centered support beyond the visit: the PACT framework for health systems.npj health systems · 2026Review
- The ESCAPE Framework: A Practical Two-Phase Mixed-Methods Approach for Usability Evaluation of Interoperable Health IT.Studies in health technology and informatics · 2026Article
- Optimizing Clinical Decision Support for Antibiotic Prescribing in Pediatric Acute Respiratory Tract Infections: A Usability Study.Applied clinical informatics · 2026Article
- Experiences of Alert Fatigue and Its Contributing Factors in Hospitals: Qualitative Study.Journal of medical Internet research · 2026Article
- Observer: creation of a novel multimodal dataset for outpatient care research.Journal of the American Medical Informatics Association : JAMIA · 2026Article
- Impact of Laboratory Data Integration into Outpatient Prescriptions on Community Pharmacist Feedback and Physician Responses: A Single-Center Retrospective Study.Risk management and healthcare policy · 2026Article
- Person-centered hospital care in Indonesia: the role of digital health competency, user interface quality, and user experience in a multi-hospital study.Frontiers in health services · 2026Article
- Electronic Health Record Burnout in Surgery and Strategies to Improve Burnout: A Narrative Review.Cureus · 2025Review
- Enhancing clinical documentation with voice processing and large language models: a study on the LAOS system.NPJ digital medicine · 2025Article
12 more citing papers are in PubMed but not listed here.
Corrections and comments
- Erratum issued
Authors and funding
6 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Importance: The use of electronic health records (EHRs) is directly associated with physician burnout. An underlying factor associated with burnout may be EHR-related fatigue owing to insufficient user-centered interface design and suboptimal usability. Objective: To examine the association between EHR use and fatigue, as measured by pupillometry, and efficiency, as measured by mouse clicks, time, and number of EHR screens, among intensive care unit (ICU) physicians completing a simulation activity in a prominent EHR. Design, Setting, and Participants: A cross-sectional, simulation-based EHR usability assessment of a leading EHR system was conducted from March 20 to April 5, 2018, among 25 ICU physicians and physician trainees at a southeastern US academic medical center. Participants completed 4 simulation patient cases in the EHR that involved information retrieval and task execution while wearing eye-tracking glasses. Fatigue was quantified through continuous eye pupil data; EHR efficiency was characterized through task completion time, mouse clicks, and EHR screen visits. Data were analyzed from June 1, 2018, to August 31, 2019. Main Outcomes and Measures: Primary outcomes were physician fatigue, measured by pupillometry (with lower scores indicating greater fatigue), and EHR efficiency, measured by task completion times, number of mouse clicks, and number of screens visited during EHR simulation. Results: The 25 ICU physicians (13 women; mean [SD] age, 32.1 [6.1] years) who completed a simulation exercise involving 4 patient cases (mean [SD] completion time, 34:43 [11:41] minutes) recorded a total of 14 hours and 27 minutes of EHR activity. All physician participants experienced physiological fatigue at least once during the exercise, and 20 of 25 participants (80%) experienced physiological fatigue within the first 22 minutes of EHR use. Physicians who experienced EHR-related fatigue in 1 patient case were less efficient in the subsequent patient case, as demonstrated by longer task completion times (r = -0.521; P = .007), higher numbers of mouse clicks (r = -0.562; P = .003), and more EHR screen visits (r = -0.486; P = .01). Conclusions and Relevance: This study reports high rates of fatigue among ICU physicians during short periods of EHR simulation, which were negatively associated with EHR efficiency and included a carryover association across patient cases. More research is needed to investigate the underlying causes of EHR-associated fatigue, to support user-centered EHR design, and to inform safe EHR use policies and guidelines.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.