ArticleJAMA network open2025
Clinician Experiences With Ambient Scribe Technology to Assist With Documentation Burden and Efficiency.
Article in JAMA network open, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 124 papers, 5 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
124 citing papers in PubMed, 5 syntheses or guidelines pooled it.
- Cognitive Workload and Mental Burden in Health Care Professionals Interacting With AI: Systematic Review and Meta-Analysis.Journal of medical Internet research · 2026Pooled it
- How Does Medical Artificial Intelligence Revolutionize Physician Productivity?Yonsei medical journal · 2026Pooled it
- Evidence on artificial intelligence-assisted clinical documentation and healthcare workers' emotional wellbeing at work: a scoping review.Frontiers in psychology · 2026Pooled it
- Application of artificial intelligence tools and clinical documentation burden: a systematic review and meta-analysis.BMC medical informatics and decision making · 2025Pooled it
- Evaluating the performance of artificial intelligence-based speech recognition for clinical documentation: a systematic review.BMC medical informatics and decision making · 2025Pooled it
- Proactively Delivered Digital Mental Health Support for Health Care Workers: Usability and Acceptability Evaluation.JMIR formative research · 2025Trial
- Exploring AI scribes in Norwegian general practice: a qualitative individual interview study.Scandinavian journal of primary health care · 2026Article
- Bridging the trust-adoption gap for AI scribes in rural communities: A machine learning approach using the 2024 Canadian digital health survey.International journal of medical informatics · 2026Article
- Evaluation of Ambient Voice Technology in the National Health Service in England: Protocol for a Phase 2 Study.JMIR research protocols · 2026Article
- Development and Validation of Human-AI Collaborative Workflow in SNOMED CT Mapping of Bilingual Clinical Text.Journal of medical systems · 2026Article
- Ambient Artificial Intelligence Scribes: A Scoping Review With Implications for Otolaryngology.The Laryngoscope · 2026Article
- Ambient AI Scribes as Emerging Infrastructure in the Learning Health System.Learning health systems · 2026Article
- The AI Adaptation Paradox: Navigating Professional Relevance and Sustainable Integration in Nursing.Nursing inquiry · 2026Article
- Optimizing the delivery of radiotherapy with artificial intelligence.Nature reviews. Clinical oncology · 2026Review
- [Requirements for artificial intelligence scribe systems for medical documentation in ophthalmology].Die Ophthalmologie · 2026Article
- Generative AI Use, Perceived Usefulness, Perceived Risk, and Physician Burnout and Fulfillment Among Chinese Physicians: Mixed Methods Multiregional Study.Journal of medical Internet research · 2026Article
- Artificial intelligence in clinical genetics: Current practice and attitudes among the clinical genetics workforce.Genetics in medicine : official journal of the American College of Medical Genetics · 2026Article
- Actions Reported by Physicians With Large Improvements in Burnout and Professional Fulfillment.JAMA network open · 2026Article
- For the record: a narrative review of ambient voice technology in clinical documentation for dentistry and wider healthcare.British dental journal · 2026Review
- Effect of use of ambient listening technology on patient-reported communication and satisfaction ratings.Journal of the American Medical Informatics Association : JAMIA · 2026Article
64 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors.
Funding
Abstract
Importance: Timely evaluation of ambient scribing technology is warranted to assess whether this technology can lessen the burden of clinical documentation on clinicians. Objective: To investigate the association of ambient scribing technology with efficiency, quality, and perceived burden of clinical documentation in the outpatient setting. Design, Setting, and Participants: This prospective, single-group pre-post quality improvement study was conducted between April and June 2024 in the outpatient setting of an academic health system in Philadelphia, Pennsylvania. Participants included physicians, nurse practitioners, and physician assistants. Data were analyzed from July to August 2024. Exposure: Access to an artificial intelligence-driven ambient scribing tool for outpatient notes. Main Outcomes and Measures: The primary outcomes were time in notes per appointment, same-day appointment closure, after-hours work time, perceived burden of clinical documentation, and comments on clinicians' experiences using ambient scribing. A mixed-effects model was used. Both objective metrics and survey feedback were obtained. Targeted perspective questions, designed to assess clinician-perceived patient engagement and perceived documentation burden, were assessed on a 7-point Likert scale. Standard System Usability Scale (SUS) and net promoter score (NPS) formulas were used to analyze usability and recommendability data. Results: This study included 46 clinicians from 17 different medical specialties, with a mean (SD) of 11.1 (8.7) years in practice. From baseline to post intervention, use of the ambient scribing tool was associated with 20.4% less time in notes per appointment (from 10.3 to 8.2 minutes; P < .001), 9.3% greater same-day appointment closure (from 66.2% to 72.4%; P <.001), and 30.0% less after-hours work time per workday (from 50.6 to 35.4 minutes per workday; P = .02). Targeted perspective questions showed more favorable scores. Open-ended qualitative feedback from clinicians showed a range of positive, negative, and mixed feedback regarding their use of ambient scribing technology. SUS scores showed that the ambient scribing tool was easy to use. NPSs reflected the mixed qualitative feedback. Conclusions and Relevance: In this quality improvement study, the use of ambient scribe technology was associated with greater efficiency of outpatient clinical documentation, lower mental burden of documentation for clinicians, and greater sense of engagement with patients during outpatient appointments. Additional studies exploring urgent care settings, examining patient experience, and comparing multiple tools will be important to better understand the effect of ambient scribing on ambulatory care.
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Registered trials
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.