Jay J. Han
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View article: Gemini Embedding: Generalizable Embeddings from Gemini
Gemini Embedding: Generalizable Embeddings from Gemini Open
In this report, we introduce Gemini Embedding, a state-of-the-art embedding model leveraging the power of Gemini, Google's most capable large language model. Capitalizing on Gemini's inherent multilingual and code understanding capabilitie…
View article: Adapting Decoder-Based Language Models for Diverse Encoder Downstream Tasks
Adapting Decoder-Based Language Models for Diverse Encoder Downstream Tasks Open
Decoder-based transformers, while revolutionizing language modeling and scaling to immense sizes, have not completely overtaken encoder-heavy architectures in natural language processing. Specifically, encoder-only models remain dominant i…
View article: Sensor-Acquired Reachable Workspace (RWS) Correlates with Activities of Daily Living (ADL) Function in Stroke as Measured by Functional Independence Measure (FIM) Self-Care
Sensor-Acquired Reachable Workspace (RWS) Correlates with Activities of Daily Living (ADL) Function in Stroke as Measured by Functional Independence Measure (FIM) Self-Care Open
Optimal upper extremity motor control and range of motion are necessary to achieve even the basic activities of daily living (ADL) function. Stroke, with resulting hemiparesis, can significantly and negatively impact an individual’s ADL fu…
View article: Sensor-acquired Reachable Workspace (RWS) Correlates with Activities of Daily Living (ADL) Function in Stroke as Measured by Functional Independence Measure (FIM) Self-Care
Sensor-acquired Reachable Workspace (RWS) Correlates with Activities of Daily Living (ADL) Function in Stroke as Measured by Functional Independence Measure (FIM) Self-Care Open
Optimal upper extremity motor control and range of motion are necessary to achieve even the basic Activities of Daily Living (ADL) function. Stroke, with resulting hemiparesis, can significantly and negatively impact an individual’s …
View article: Sensor-Acquired Reachable Workspace (RWS) Correlates with Activities of Daily Living (ADL) Function in Stroke Patients as Measured by Functional Independence Measure (FIM) Self-Care Score
Sensor-Acquired Reachable Workspace (RWS) Correlates with Activities of Daily Living (ADL) Function in Stroke Patients as Measured by Functional Independence Measure (FIM) Self-Care Score Open
Optimal upper extremity motor control and range of motion are necessary to achieve even the basic Activities of Daily Living (ADL) function. Stroke, with resulting hemiparesis, can significantly and negatively impact an individual’s ADL fu…
View article: Sensor acquired reachable workspace in the elderly population: A cross-sectional observational study
Sensor acquired reachable workspace in the elderly population: A cross-sectional observational study Open
The elderly population experiences a decline in upper extremity range of motion (ROM), impairing activities of daily living. The primary mode of quantification is by goniometer measurement. In this cross-sectional observation study, we inv…
View article: Quantitative Muscle Analysis in FSHD Using Whole-Body Fat-Referenced MRI
Quantitative Muscle Analysis in FSHD Using Whole-Body Fat-Referenced MRI Open
This study provides Class II evidence that quantitative WB-MSK-MRI findings associate with FSHD1 severity measured using established functional assessments.
View article: The Black Box of Technological Outcome Measures: An Example in Duchenne Muscular Dystrophy
The Black Box of Technological Outcome Measures: An Example in Duchenne Muscular Dystrophy Open
Background: Outcome measures for non-ambulant Duchenne muscular dystrophy (DMD) patients are limited, with only the Performance of the Upper Limb (PUL) approved as endpoint for clinical trials. Objective: We assessed four outcome measures …
View article: Reachable workspace analysis is a potential measurement for impairment of the upper extremity in neuralgic amyotrophy
Reachable workspace analysis is a potential measurement for impairment of the upper extremity in neuralgic amyotrophy Open
Introduction/Aims Neuralgic amyotrophy (NA) is a multifocal neuropathy involving the nerves of the upper extremity, limiting functional capability and reducing range of motion. The reachable workspace (RWS) is a computerized three‐dimensin…
View article: Effect of Different Corticosteroid Dosing Regimens on Clinical Outcomes in Boys With Duchenne Muscular Dystrophy
Effect of Different Corticosteroid Dosing Regimens on Clinical Outcomes in Boys With Duchenne Muscular Dystrophy Open
ClinicalTrials.gov Identifier: NCT01603407.
View article: Motion sensor‐acquired reachable workspace correlates with patient‐reported upper extremity activities of daily living (<scp>ADL</scp>) function in facioscapulohumeral dystrophy
Motion sensor‐acquired reachable workspace correlates with patient‐reported upper extremity activities of daily living (<span>ADL</span>) function in facioscapulohumeral dystrophy Open
Background This study examines the correlation, and clinical meaningfulness, between reachable workspace outcome and reported activities of daily living (ADL) function of individuals with facioscapulohumeral dystrophy (FSHD). Methods Twent…
View article: Reachable Workspace and Proximal Function Measures for Quantifying Upper Limb Motion
Reachable Workspace and Proximal Function Measures for Quantifying Upper Limb Motion Open
There are a lack of quantitative measures for clinically assessing upper limb function. Conventional biomechanical performance measures are restricted to specialist labs due to hardware cost and complexity, while the resulting measurements…
View article: Personalized Telehealth in the Future: A Global Research Agenda
Personalized Telehealth in the Future: A Global Research Agenda Open
Telecommunication technologies have been used to bring healthcare expertise to the point of care since the 19th century. In 1878, The Lancet reported the use of the telephone to reduce unnecessary physician visits and, in 1910, a tele-stet…
View article: Supplementary Material for: Proteomic Analysis of Pancreatic Ductal Adenocarcinoma Compared with Normal Adjacent Pancreatic Tissue and Pancreatic Benign Cystadenoma
Supplementary Material for: Proteomic Analysis of Pancreatic Ductal Adenocarcinoma Compared with Normal Adjacent Pancreatic Tissue and Pancreatic Benign Cystadenoma Open
Background: Dual expression of potential biomarkers in both benign and malignant pancreatic tumors was a major obstacle in the development of diagnostic biomarkers of early pancreatic cancer. Methods: To better understand the limitations o…
View article: WikiReading: A Novel Large-scale Language Understanding Task over Wikipedia
WikiReading: A Novel Large-scale Language Understanding Task over Wikipedia Open
We present WikiReading, a large-scale natural language understanding task and publicly-available dataset with 18 million instances. The task is to predict textual values from the structured knowledge base Wikidata by reading the text of th…
View article: Machine Learning to Improve Energy Expenditure Estimation in Children With Disabilities: A Pilot Study in Duchenne Muscular Dystrophy
Machine Learning to Improve Energy Expenditure Estimation in Children With Disabilities: A Pilot Study in Duchenne Muscular Dystrophy Open
BackgroundChildren with physical impairments are at a greater risk for obesity and decreased physical activity. A better understanding of physical activity pattern and energy expenditure (EE) would lead to a more targeted approach to inter…
View article: Personalized Telehealth in the Future: A Global Research Agenda
Personalized Telehealth in the Future: A Global Research Agenda Open
As telehealth plays an even greater role in global health care delivery, it will be increasingly important to develop a strong evidence base of successful, innovative telehealth solutions that can lead to scalable and sustainable telehealt…
View article: Tracking Health Data Is Not Enough: A Qualitative Exploration of the Role of Healthcare Partnerships and mHealth Technology to Promote Physical Activity and to Sustain Behavior Change
Tracking Health Data Is Not Enough: A Qualitative Exploration of the Role of Healthcare Partnerships and mHealth Technology to Promote Physical Activity and to Sustain Behavior Change Open
This study explores ways that mHealth technologies may be used to not only track data, but to encourage sustained engagement to achieve individual health goals. Implications of these findings include recommendations for mHealth technology …
View article: WikiReading: A Novel Large-scale Language Understanding Task over Wikipedia
WikiReading: A Novel Large-scale Language Understanding Task over Wikipedia Open
Daniel Hewlett, Alexandre Lacoste, Llion Jones, Illia Polosukhin, Andrew Fandrianto, Jay Han, Matthew Kelcey, David Berthelot. Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers).…
View article: Reliability Assessment of Various Sonographic Techniques for Evaluating Carpal Tunnel Syndrome
Reliability Assessment of Various Sonographic Techniques for Evaluating Carpal Tunnel Syndrome Open
Objectives The aim of this study was to determine the intra‐ and inter‐rater reliability of sonographic measurements of the median nerve cross‐sectional area in individuals with carpal tunnel syndrome and healthy control participants. Meth…
View article: Reachable workspace and performance of upper limb (PUL) in duchenne muscular dystrophy
Reachable workspace and performance of upper limb (PUL) in duchenne muscular dystrophy Open
Introduction : The Kinect‐based reachable workspace relative surface area (RSA) is compared with the performance of upper limb (PUL) assessment in Duchenne muscular dystrophy (DMD). Methods : 29 individuals with DMD (ages: 7–23; Brooke: 1–…
View article: Prednisone/prednisolone and deflazacort regimens in the CINRG Duchenne Natural History Study
Prednisone/prednisolone and deflazacort regimens in the CINRG Duchenne Natural History Study Open
This study provides Class IV evidence that GCs are effective in delaying LoA in patients with DMD.
View article: Upper extremity 3-dimensional reachable workspace assessment in amyotrophic lateral sclerosis by Kinect sensor
Upper extremity 3-dimensional reachable workspace assessment in amyotrophic lateral sclerosis by Kinect sensor Open
This study demonstrates the feasibility and potential of using a novel Kinect-based reachable workspace outcome measure in ALS.
View article: Reachable workspace reflects dynamometer‐measured upper extremity strength in facioscapulohumeral muscular dystrophy
Reachable workspace reflects dynamometer‐measured upper extremity strength in facioscapulohumeral muscular dystrophy Open
Introduction : It is not known whether a reduction in reachable workspace closely reflects loss of upper extremity strength in facioscapulohumeral muscular dystrophy (FSHD). In this study we aimed to determine the relationship between reac…
View article: Upper extremity 3‐dimensional reachable workspace analysis in dystrophinopathy using Kinect
Upper extremity 3‐dimensional reachable workspace analysis in dystrophinopathy using Kinect Open
Introduction : An innovative upper extremity 3‐dimensional (3D) reachable workspace outcome measure acquired using the Kinect sensor is applied toward Duchenne/Becker muscular dystrophy (DMD/BMD). The validity, sensitivity, and clinical me…
View article: Using Smartphone Sensors for Improving Energy Expenditure Estimation
Using Smartphone Sensors for Improving Energy Expenditure Estimation Open
Energy expenditure (EE) estimation is an important factor in tracking personal activity and preventing chronic diseases, such as obesity and diabetes. Accurate and real-time EE estimation utilizing small wearable sensors is a difficult tas…