---
title: Safira Clinical Research Blog | Bring Your Own Device
description: Bring Your Own Device | Safira Clinical Research Blog focused on supporting clinical research through UAT, eCOA, instrument licensing, and social recruiting
---

# Blog

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[![](https://48322158.hs-sites.com/hubfs/Imported_Blog_Media/mdurwin_an_abstract_illustration_of_the_word_BLOG_made_of_glass_5e697b02-0601-4ae3-8faa-0ccf8d1eb07d-2.png) ](http://48322158.hs-sites.com/safira-clinical-research-blog/measurement-equivalence-of-patient-reported-outcome-measure-response-scale-types-collected-using-bring-your-own-device-compared-to-paper-and-a-pr)

[Downloads](http://48322158.hs-sites.com/safira-clinical-research-blog/tag/pdf), [Bring Your Own Device](http://48322158.hs-sites.com/safira-clinical-research-blog/tag/byod)

## [Measurement Equivalence of Patient-Reported Outcome Measure Response Scale Types Collected Using Bring Your Own Device Compared to Paper and a Provisioned Device: Results of a Randomized Equivalence T](http://48322158.hs-sites.com/safira-clinical-research-blog/measurement-equivalence-of-patient-reported-outcome-measure-response-scale-types-collected-using-bring-your-own-device-compared-to-paper-and-a-pr)

[Abbas Khan](http://48322158.hs-sites.com/safira-clinical-research-blog/author/abbas-wp-saf2025) 

 Sep 1, 2023 11:08:27 PM

[ Read more ](http://48322158.hs-sites.com/safira-clinical-research-blog/measurement-equivalence-of-patient-reported-outcome-measure-response-scale-types-collected-using-bring-your-own-device-compared-to-paper-and-a-pr)

[![](https://48322158.hs-sites.com/hubfs/Imported_Blog_Media/smart-watch-hand-2.jpg) ](http://48322158.hs-sites.com/safira-clinical-research-blog/maximizing-the-value-of-wearables-by-the-remote-collection-and-analysis-of-raw-100-hz-data)

[Wearable Technology](http://48322158.hs-sites.com/safira-clinical-research-blog/tag/wearable-tech), [Bring Your Own Device](http://48322158.hs-sites.com/safira-clinical-research-blog/tag/byod)

## [Maximizing the value of wearables by the remote collection and analysis of raw 100 Hz data](http://48322158.hs-sites.com/safira-clinical-research-blog/maximizing-the-value-of-wearables-by-the-remote-collection-and-analysis-of-raw-100-hz-data)

[Abbas Khan](http://48322158.hs-sites.com/safira-clinical-research-blog/author/abbas-wp-saf2025) 

 Sep 1, 2023 10:57:06 PM

[ Read more ](http://48322158.hs-sites.com/safira-clinical-research-blog/maximizing-the-value-of-wearables-by-the-remote-collection-and-analysis-of-raw-100-hz-data)

[![](https://48322158.hs-sites.com/hubfs/Imported_Blog_Media/mdurwin_an_abstract_illustration_of_a_hand_wearing_a_smartwatch_b8d44978-a685-4d4a-9da8-aff5617cb36a.png) ](http://48322158.hs-sites.com/safira-clinical-research-blog/approach-to-using-machine-learning-algorithms-for-fraud-detection-in-real-world-data-from-wrist-worn-wearable-devices)

[LLMs](http://48322158.hs-sites.com/safira-clinical-research-blog/tag/llms), [Wearable Technology](http://48322158.hs-sites.com/safira-clinical-research-blog/tag/wearable-tech), [Bring Your Own Device](http://48322158.hs-sites.com/safira-clinical-research-blog/tag/byod)

## [Approach to Using Machine Learning Algorithms for Fraud Detection in Real World Data from Wrist Worn Wearable Devices](http://48322158.hs-sites.com/safira-clinical-research-blog/approach-to-using-machine-learning-algorithms-for-fraud-detection-in-real-world-data-from-wrist-worn-wearable-devices)

[Abbas Khan](http://48322158.hs-sites.com/safira-clinical-research-blog/author/abbas-wp-saf2025) 

 Sep 1, 2023 10:45:21 PM

[ Read more ](http://48322158.hs-sites.com/safira-clinical-research-blog/approach-to-using-machine-learning-algorithms-for-fraud-detection-in-real-world-data-from-wrist-worn-wearable-devices)

[![](https://48322158.hs-sites.com/hubfs/Imported_Blog_Media/mdurwin_an_abstract_illustration_of_a_hand_wearing_a_smartwatch_7a5954c6-aa5b-4c21-ad58-364d1ac111b8.png) ](http://48322158.hs-sites.com/safira-clinical-research-blog/optimised-convolutional-neural-networks-for-heart-rate-estimation-and-human-activity-recognition-in-wrist-worn-sensing-applications)

[Wearable Technology](http://48322158.hs-sites.com/safira-clinical-research-blog/tag/wearable-tech), [Downloads](http://48322158.hs-sites.com/safira-clinical-research-blog/tag/pdf), [Bring Your Own Device](http://48322158.hs-sites.com/safira-clinical-research-blog/tag/byod)

## [Optimised Convolutional Neural Networks for Heart Rate Estimation and Human Activity Recognition in Wrist Worn Sensing Applications](http://48322158.hs-sites.com/safira-clinical-research-blog/optimised-convolutional-neural-networks-for-heart-rate-estimation-and-human-activity-recognition-in-wrist-worn-sensing-applications)

[Abbas Khan](http://48322158.hs-sites.com/safira-clinical-research-blog/author/abbas-wp-saf2025) 

 Sep 1, 2023 5:23:40 PM

[ Read more ](http://48322158.hs-sites.com/safira-clinical-research-blog/optimised-convolutional-neural-networks-for-heart-rate-estimation-and-human-activity-recognition-in-wrist-worn-sensing-applications)

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