welcome
Yahoo Tech

Yahoo Tech

Health

Health

Fill-in-the-blank training primes AI to interpret health data from smartwatches and fitness trackers

Yahoo Tech
Summary
Nutrition label

89% Informative

Many commercial smartwatches, such as ones by Apple , AliveCor , Google and Samsung , currently support atrial fibrillation detection.

Machine learning algorithms are able to find clear relationships that apply to everyone.

Researchers can use unlabeled bio-signal data as a warmup for the machine learning algorithm.

This warmup, or pre-training, primes the algorithm to find a relationship between the bio-Signal and a disorder.

Eloy Geenjaar: Machine learning algorithms can make machine learning algorithms better and more efficient at detecting diseases and disorders.

He says the emerging field of bio-signal pretraining can help enable faster development of similar features using a wider range of Bio-signals.

With increasing types and more data, researchers may be able to discover relationships that dramatically improve early detection of disease and disorders..

VR Score

89

Informative language

88

Neutral language

77

Article tone

informal

Language

English

Language complexity

54

Offensive language

not offensive

Hate speech

not hateful

Attention-grabbing headline

not detected

Known propaganda techniques

not detected

Time-value

long-living

External references

21

http://theconversation.com/biased-ai-can-be-bad-for-your-health-heres-how-to-promote-algorithmic-fairness-153088?utm_source=Yahoo&utm_medium=related-link&utm_campaign=related-link2&utm_content=article-251890https://theconversation.com/profiles/eloy-geenjaar-2343252?utm_source=Yahoo&utm_medium=related-link&utm_campaign=byline-link&utm_content=article-251890https://my.clevelandclinic.org/health/diseases/16765-atrial-fibrillation-afibhttps://doi.org/10.2196/35684https://scholar.google.com/citations?hl=en&user=EEds7hMAAAAJ&view_op=list_works&sortby=pubdatehttps://www.mayoclinic.org/tests-procedures/eeg/about/pac-20393875#:%7E:text=An%20EEG%20records%20the%20electrical,electrical%20activity%20in%20the%20brain.https://doi.org/10.48550/arXiv.2309.05927https://doi.org/10.1109/CVPR52688.2022.01553http://theconversation.com/flexible-ai-computer-chips-promise-wearable-health-monitors-that-protect-privacy-189860?utm_source=Yahoo&utm_medium=related-link&utm_campaign=related-link0&utm_content=article-251890https://dl.acm.org/doi/10.5555/1756006.1756025https://afibinstitute.com.au/atrial-fibrillation-a-guide-to-wearable-ecg-smart-watches/#elementor-toc__heading-anchor-3https://blog.google/products/pixel/pixel-watch-3-loss-of-pulse-detection/https://www.brighamandwomens.org/medical-resources/emg-test#:%7E:text=An%20EMG%20test%20may%20be,by%20pain%20or%20psychological%20reasons.https://papers.nips.cc/paper_files/paper/2022/hash/194b8dac525581c346e30a2cebe9a369-Abstract-Conference.htmlhttp://theconversation.com/from-anecdotes-to-ai-tools-how-doctors-make-medical-decisions-is-evolving-with-technology-244271?utm_source=Yahoo&utm_medium=related-link&utm_campaign=related-link1&utm_content=article-251890http://theconversation.com/us?utm_source=Yahoo&utm_medium=related-link&utm_campaign=related-link-0&utm_content=article-251890https://iclr.cc/virtual/2024/23539https://doi.org/10.1038/s41746-024-01333-zhttps://doi.org/10.48550/arXiv.2412.11695https://www.healthline.com/health/athlete-heart-ratehttps://theconversation.com/institutions/georgia-institute-of-technology-1310?utm_source=Yahoo&utm_medium=related-link&utm_campaign=byline-link&utm_content=article-251890

Affiliate links

no affiliate links

Small business owner?

Otherweb launches Autoblogger—a revolutionary way to bring more leads to any small business, using the power of AI.