COVID-19 Artificial Intelligence Diagnosis Using Only Cough Recordings
Jordi Laguarta, Ferran Hueto, Brian Subirana · 1 Jan 2020
<italic xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">Goal:</i> We hypothesized that COVID-19 subjects, especially including asymptomatics, could be accurately discriminated only from a forced-cough cell phone recording using Artificial Intelligence. To train our MIT Open Voice model we built a data collection pipeline of COVID-19 cough recordings through our website (opensigma.mit.edu) between April and May 2020 and created the largest…
Multimodal Emotion Recognition Based on Facial Expressions, Speech, and EEG
Jiahui Pan, Weijie Fang, Zhihang Zhang et al. · 27 Jan 2023
<italic xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">Goal</i> : As an essential human-machine interactive task, emotion recognition has become an emerging area over the decades. Although previous attempts to classify emotions have achieved high performance, several challenges remain open: 1) How to effectively recognize emotions using different modalities remains challenging. 2) Due to the increasing amount of computing power required…
Walking Faster and Farther With a Soft Robotic Exosuit: Implications for Post-Stroke Gait Assistance and Rehabilitation
Louis N. Awad, Pawel Kudzia, Dheepak Arumukhom Revi et al. · 1 Jan 2020
OBJECTIVE: Soft robotic exosuits can improve the mechanics and energetics of walking after stroke. Building on this prior work, we evaluated the effects of the first prototype of a portable soft robotic exosuit. METHODS: Exosuit-induced changes in the overground walking speed, distance, and energy expenditure of individuals post-stroke were evaluated statistically with alpha set to…
Deep Learning Classification of Systemic Sclerosis Skin Using the MobileNetV2 Model
Metin Akay, Yong Du, Cheryl L. Sershen et al. · 1 Jan 2021
<italic xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">Goal:</i> Systemic sclerosis (SSc) is a rare autoimmune, systemic disease with prominent fibrosis of skin and internal organs. Early diagnosis of the disease is crucial for designing effective therapy and management plans. Machine learning algorithms, especially deep learning, have been found to be greatly useful in biology, medicine, healthcare, and biomedical applications, in…
COVID-19 Antibody Test/Vaccination Certification: There's an App for That
Marc Eisenstadt, Manoharan Ramachandran, Niaz Chowdhury et al. · 1 Jan 2020
Goal: As the Coronavirus Pandemic of 2019/2020 unfolds, a COVID-19 `Immunity Passport' has been mooted as a way to enable individuals to return back to work. While the quality of antibody testing, the availability of vaccines, and the likelihood of even attaining COVID-19 immunity continue to be researched, we address the issues involved in providing…
