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Ambient AI Documentation and Patient Satisfaction in Outpatient Care: Retrospective Pilot Study
Eric Davis1, Sarah Davis2, Kristina Haralambides3
1School of Medicine, University of Rochester Medical Center, 601 Elmwood Ave, Rochester, NY, 14642, United States, 1 585-275-2100.
Ambient AI documentation, like Dragon Ambient eXperience (DAX), improved patient experience scores. This technology enhanced provider communication and patient satisfaction, showing positive impacts on overall care assessment and concern.
Area of Science:
- Health Informatics
- Artificial Intelligence in Healthcare
- Patient Experience Research
Background:
- Patient experience is crucial for healthcare institutions.
- Artificial intelligence (AI) is increasingly prioritized for improving healthcare delivery.
- Ambient AI documentation systems, such as Dragon Ambient eXperience (DAX), may impact patient perceptions of provider communication and overall experience.
Purpose of the Study:
- To assess the impact of implementing an ambient AI documentation system (DAX) on Press Ganey (PG) patient experience scores.
- To evaluate the relationship between provider utilization of DAX and patient satisfaction metrics.
Main Methods:
- A retrospective study analyzed data from 49 healthcare providers between January 2023 and December 2024.
- Three patient experience domains were assessed: overall experience, provider concern, and likelihood to recommend.
- Pretest-posttest score differences and P values were calculated to determine statistical significance.
Main Results:
- Aggregate patient experience scores increased by 0.9 to 1.9 points after DAX implementation.
- Provider concern for patient questions/worries saw the largest increase (1.9 points, P=.01).
- Subgroup analysis indicated a significant increase in concern scores (3.2 points, P=.03) among providers using DAX less than 50% of the time.
Conclusions:
- Implementation of the DAX ambient AI system led to observed increases in PG patient experience scores across all assessed domains.
- These findings are encouraging for the increasing integration of AI in healthcare settings.
- Healthcare providers may benefit from utilizing AI note-taking software to enhance patient communication and interaction.
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Factual:
The following points emphasize the significance of upholding accurate and unbiased documentation in healthcare.

