[HTML][HTML] Classification of Parkinson's disease and its stages using machine learning
JM Templeton, C Poellabauer, S Schneider - Scientific reports, 2022 - nature.com
As digital health technology becomes more pervasive, machine learning (ML) provides a
robust way to analyze and interpret the myriad of collected features. The purpose of this …
robust way to analyze and interpret the myriad of collected features. The purpose of this …
[HTML][HTML] Crowdsourcing digital health measures to predict Parkinson's disease severity: the Parkinson's Disease Digital Biomarker DREAM Challenge
Consumer wearables and sensors are a rich source of data about patients' daily disease
and symptom burden, particularly in the case of movement disorders like Parkinson's …
and symptom burden, particularly in the case of movement disorders like Parkinson's …
[HTML][HTML] The CloudUPDRS smartphone software in Parkinson's study: cross-validation against blinded human raters
Digital assessments of motor severity could improve the sensitivity of clinical trials and
personalise treatment in Parkinson's disease (PD) but have yet to be widely adopted. Their …
personalise treatment in Parkinson's disease (PD) but have yet to be widely adopted. Their …
[HTML][HTML] Reliability and validity of the Roche PD Mobile Application for remote monitoring of early Parkinson's disease
Digital health technologies enable remote and therefore frequent measurement of motor
signs, potentially providing reliable and valid estimates of motor sign severity and …
signs, potentially providing reliable and valid estimates of motor sign severity and …
Evaluation of smartphone‐based testing to generate exploratory outcome measures in a phase 1 Parkinson's disease clinical trial
F Lipsmeier, KI Taylor, T Kilchenmann… - Movement …, 2018 - Wiley Online Library
Background: Ubiquitous digital technologies such as smartphone sensors promise to
fundamentally change biomedical research and treatment monitoring in neurological …
fundamentally change biomedical research and treatment monitoring in neurological …
[HTML][HTML] Identifying and characterising sources of variability in digital outcome measures in Parkinson's disease
Smartphones and wearables are widely recognised as the foundation for novel Digital
Health Technologies (DHTs) for the clinical assessment of Parkinson's disease. Yet, only …
Health Technologies (DHTs) for the clinical assessment of Parkinson's disease. Yet, only …
[HTML][HTML] Correlations between Motor Symptoms across Different Motor Tasks, Quantified via Random Forest Feature Classification in Parkinson's Disease
Background Objective assessments of Parkinson's disease (PD) patients' motor state using
motion capture techniques are still rarely used in clinical practice, even though they may …
motion capture techniques are still rarely used in clinical practice, even though they may …
[HTML][HTML] Clinical evaluation in Parkinson's disease: is the golden standard shiny enough?
Parkinson's disease (PD) has become the second most common neurodegenerative
condition following Alzheimer's disease (AD), exhibiting high prevalence and incident rates …
condition following Alzheimer's disease (AD), exhibiting high prevalence and incident rates …
Translational informatics for Parkinson's disease: from big biomedical data to small actionable alterations
B Shen, Y Lin, C Bi, S Zhou, Z Bai… - Genomics …, 2019 - academic.oup.com
Parkinson's disease (PD) is a common neurological disease in elderly people, and its
morbidity and mortality are increasing with the advent of global ageing. The traditional …
morbidity and mortality are increasing with the advent of global ageing. The traditional …
High frequency remote monitoring of Parkinson's disease via smartphone: Platform overview and medication response detection
Objective: The aim of this study is to develop a smartphone-based high-frequency remote
monitoring platform, assess its feasibility for remote monitoring of symptoms in Parkinson's …
monitoring platform, assess its feasibility for remote monitoring of symptoms in Parkinson's …