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Errors occurring during blood pressure monitoring01:25

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Testing Optical Character Recognition of Home Blood Pressure Measurements, a Randomized Trial.

A J Strom1, E Khader2, P M Polgreen1

  • 1Department of Internal Medicine, University of Iowa, Iowa City, IA, United States.

American Journal of Hypertension
|November 19, 2025
PubMed
Summary

Accurate home blood pressure (BP) monitoring is crucial for diagnosing hypertension. This study found that both text messaging and image-based BP reporting via cellphone photos are accurate and acceptable methods for patients to report their BP readings.

Keywords:
blood pressurehome measurementhypertensionoptical character recognitiontexting

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Area of Science:

  • Biomedical Engineering
  • Health Informatics
  • Cardiovascular Medicine

Background:

  • Accurate home blood pressure (BP) monitoring is essential for diagnosing hypertension but is often hindered by challenges in patient self-reporting.
  • Existing methods for remote BP data collection face limitations in accuracy and patient adherence.

Purpose of the Study:

  • To evaluate the acceptability and accuracy of two low-cost electronic strategies for home BP measurement reporting: text messaging and a novel image-based optical character recognition (OCR) method.
  • To compare the response rates and data accuracy between text-based and image-based BP reporting.

Main Methods:

  • Development and testing of a two-stage OCR model to extract BP values from patient-submitted cellphone photographs of BP monitors.
  • A crossover trial involving 50 participants to compare the accuracy and acceptability of image-based reporting versus text messaging for BP readings.
  • Analysis of response rates and BP values obtained from both reporting methods.

Main Results:

  • High participant engagement, with most respondents submitting the majority of requested BP data via both text (average 12/14) and photo uploads (average 11.3/14).
  • The OCR model achieved 98.3% accuracy in reading BP values from suitable quality images, though 17.9% of images were rejected due to quality issues.
  • No significant difference was found in the average BP values reported between the text messaging and image-based methods.

Conclusions:

  • Successfully demonstrated the feasibility of extracting BP values from cellphone photographs of BP monitors using an OCR model.
  • Both text messaging and image-based photo uploads are validated as accurate and acceptable methods for collecting home BP readings, offering practical solutions for remote patient monitoring.