Eric Yeh
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View article: The fungal gut microbiota in pediatric-onset multiple sclerosis
The fungal gut microbiota in pediatric-onset multiple sclerosis Open
Evidence suggests that the gut microbiome may play a role in multiple sclerosis (MS). However, the majority of the studies have focused on gut bacterial communities; none have examined the fungal microbiota (mycobiota) in persons with pedi…
View article: Correction: Detection of obstructive sleep apnea using Belun Sleep Platform wearable with neural network-based algorithm and its combined use with STOP-Bang questionnaire
Correction: Detection of obstructive sleep apnea using Belun Sleep Platform wearable with neural network-based algorithm and its combined use with STOP-Bang questionnaire Open
[This corrects the article DOI: 10.1371/journal.pone.0258040.].
View article: Semgrex and Ssurgeon, Searching and Manipulating Dependency Graphs
Semgrex and Ssurgeon, Searching and Manipulating Dependency Graphs Open
Searching dependency graphs and manipulating them can be a time consuming and challenging task to get right. We document Semgrex, a system for searching dependency graphs, and introduce Ssurgeon, a system for manipulating the output of Sem…
View article: Belun Ring (Belun Sleep System BLS-100): Deep learning-facilitated wearable enables obstructive sleep apnea detection, apnea severity categorization, and sleep stage classification in patients suspected of obstructive sleep apnea
Belun Ring (Belun Sleep System BLS-100): Deep learning-facilitated wearable enables obstructive sleep apnea detection, apnea severity categorization, and sleep stage classification in patients suspected of obstructive sleep apnea Open
Belun Ring with second-generation algorithms detected OSA with good accuracy and demonstrated a moderate-to-substantial agreement in categorizing OSA severity and classifying sleep stages.
View article: 0954 CORRELATION OF PULSE RATE VARIABILITY (PRV) AND HEART RATE VARIABILITY (HRV) METRICS DURING SLEEP IN SUBJECTS SUSPECTED OF OSA
0954 CORRELATION OF PULSE RATE VARIABILITY (PRV) AND HEART RATE VARIABILITY (HRV) METRICS DURING SLEEP IN SUBJECTS SUSPECTED OF OSA Open
Introduction Whether photoplethysmography (PPG)-derived pulse rate variability (PRV) metrics can be surrogates for ECG-derived heart rate variability (HRV) is a decade-long debate. Very few studies have assessed the performance of PRV metr…
View article: Automatic Measures for Evaluating Generative Design Methods for Architects
Automatic Measures for Evaluating Generative Design Methods for Architects Open
The recent explosion of high-quality image-to-image methods has prompted interest in applying image-to-image methods towards artistic and design tasks. Of interest for architects is to use these methods to generate design proposals from co…
View article: CoProver: A Recommender System for Proof Construction
CoProver: A Recommender System for Proof Construction Open
Interactive Theorem Provers (ITPs) are an indispensable tool in the arsenal of formal method experts as a platform for construction and (formal) verification of proofs. The complexity of the proofs in conjunction with the level of expertis…
View article: Revisiting Variable Ordering for Real Quantifier Elimination using Machine Learning
Revisiting Variable Ordering for Real Quantifier Elimination using Machine Learning Open
Cylindrical Algebraic Decomposition (CAD) is a key proof technique for formal verification of cyber-physical systems. CAD is computationally expensive, with worst-case doubly-exponential complexity. Selecting an optimal variable ordering i…
View article: Outcome-Guided Counterfactuals for Reinforcement Learning Agents from a Jointly Trained Generative Latent Space
Outcome-Guided Counterfactuals for Reinforcement Learning Agents from a Jointly Trained Generative Latent Space Open
We present a novel generative method for producing unseen and plausible counterfactual examples for reinforcement learning (RL) agents based upon outcome variables that characterize agent behavior. Our approach uses a variational autoencod…
View article: Chewing gum: alternative therapy to oxygen intolerance
Chewing gum: alternative therapy to oxygen intolerance Open
View article: Detection of obstructive sleep apnea using Belun Sleep Platform wearable with neural network-based algorithm and its combined use with STOP-Bang questionnaire
Detection of obstructive sleep apnea using Belun Sleep Platform wearable with neural network-based algorithm and its combined use with STOP-Bang questionnaire Open
Many wearables allow physiological data acquisition in sleep and enable clinicians to assess sleep outside of sleep labs. Belun Sleep Platform (BSP) is a novel neural network-based home sleep apnea testing system utilizing a wearable ring …
View article: 822 Apnea every 5 minutes
822 Apnea every 5 minutes Open
Introduction Vagal Nerve Stimulators (VNS) are used in refractory epilepsy and depression. VNS are known to decrease airflow, oxygen saturation, and respiratory amplitude during sleep. We present a case of VNS induced OSA that was overlook…
View article: 1202 Validation Of A Novel Wearable Home Sleep Testing Device For Assessment Of Obstructive Sleep Apnea
1202 Validation Of A Novel Wearable Home Sleep Testing Device For Assessment Of Obstructive Sleep Apnea Open
Introduction There is a substantial need for an accurate and easy-to-use tool for obstructive sleep apnea (OSA) assessment. Belun Ring Platform (BRP), a novel photoplethysmography (PPG)-based home sleep apnea testing system with a propriet…
View article: Discourse-Wide Extraction of Assay Frames from the Biological Literature
Discourse-Wide Extraction of Assay Frames from the Biological Literature Open
We consider the problem of populating multi-part knowledge frames from textual information distributed over multiple sentences in a document.We present a corpus constructed by aligning papers from the cellular signaling literature to a col…
View article: ROHHAD syndrome and evolution of sleep disordered breathing
ROHHAD syndrome and evolution of sleep disordered breathing Open