---
title: Safira Clinical Research Blog | LLMs
description: LLMs | 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/social-orbit.jpg) ](http://48322158.hs-sites.com/safira-clinical-research-blog/using-large-language-models-other-machine-learning-methods-in-clinical-trials)

[Events](http://48322158.hs-sites.com/safira-clinical-research-blog/tag/events), [LLMs](http://48322158.hs-sites.com/safira-clinical-research-blog/tag/llms)

## [Using Large Language Models & Other Machine Learning Methods in Clinical Trials](http://48322158.hs-sites.com/safira-clinical-research-blog/using-large-language-models-other-machine-learning-methods-in-clinical-trials)

[Michael Durwin](http://48322158.hs-sites.com/safira-clinical-research-blog/author/michael-wp-saf2025) 

 Oct 17, 2023 10:58:00 PM

[ Read more ](http://48322158.hs-sites.com/safira-clinical-research-blog/using-large-language-models-other-machine-learning-methods-in-clinical-trials)

[![](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_representing_machine_learning__f91c6715-8c05-4325-96bc-569f21a8e401.png) ](http://48322158.hs-sites.com/safira-clinical-research-blog/utilizing-machine-learning-and-ecg-data-for-continuous-user-authentication-of-patients-during-a-clinical-trial)

[LLMs](http://48322158.hs-sites.com/safira-clinical-research-blog/tag/llms), [Downloads](http://48322158.hs-sites.com/safira-clinical-research-blog/tag/pdf)

## [Utilizing Machine Learning And ECG Data for Continuous User Authentication of Patients During a Clinical Trial](http://48322158.hs-sites.com/safira-clinical-research-blog/utilizing-machine-learning-and-ecg-data-for-continuous-user-authentication-of-patients-during-a-clinical-trial)

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

 Sep 1, 2023 6:13:39 PM

[ Read more ](http://48322158.hs-sites.com/safira-clinical-research-blog/utilizing-machine-learning-and-ecg-data-for-continuous-user-authentication-of-patients-during-a-clinical-trial)

[![](https://48322158.hs-sites.com/hubfs/Imported_Blog_Media/smart-watch0hand-1-1.jpg) ](http://48322158.hs-sites.com/safira-clinical-research-blog/using-machine-learning-for-signal-detection-in-realworld-data-from-wristworn-wearable-devices-to-identify-fraudulent-behaviour)

[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)

## [Using Machine Learning for Signal Detection in Realworld Data from Wristworn Wearable Devices to Identify Fraudulent Behaviour](http://48322158.hs-sites.com/safira-clinical-research-blog/using-machine-learning-for-signal-detection-in-realworld-data-from-wristworn-wearable-devices-to-identify-fraudulent-behaviour)

[Willie Muehlhausen](http://48322158.hs-sites.com/safira-clinical-research-blog/author/wilhelm-wp-saf2024) 

 Sep 1, 2023 6:01:02 PM

[ Read more ](http://48322158.hs-sites.com/safira-clinical-research-blog/using-machine-learning-for-signal-detection-in-realworld-data-from-wristworn-wearable-devices-to-identify-fraudulent-behaviour)

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