Remote Assessment of Parkinson’s Disease Symptom Severity Using the Simulated Cellular Mobile Telephone Network
نویسندگان
چکیده
Telemonitoring of Parkinson's Disease (PD) has attracted considerable research interest because its potential to make a lasting, positive impact on the life patients and their carers. Purpose-built devices have been developed that record various signals which can be associated with average PD symptom severity, as quantified standard clinical metrics such Unified Rating Scale (UPDRS). Speech are particularly promising in this regard, they easily recorded without use expensive, dedicated hardware. Previous studies demonstrated replication UPDRS within less than 2 points raters' assessment using high-quality speech collected telemonitoring Here, we investigate voice-over-GSM (2G) or UMTS (3G) cellular mobile telephone networks for telemonitoring, that, together, greater 5 billion subscribers worldwide. We test robustness approach simulated noisy communication network over transmitted, approximately 6000 recordings from 42 subjects. show estimated 3.5 difference assessment, is clinically useful given inter-rater variability high 4-5 points. This provides compelling evidence existing voice towards facilitating inexpensive, mass-scale applications.
منابع مشابه
assessment of the efficiency of s.p.g.c refineries using network dea
data envelopment analysis (dea) is a powerful tool for measuring relative efficiency of organizational units referred to as decision making units (dmus). in most cases dmus have network structures with internal linking activities. traditional dea models, however, consider dmus as black boxes with no regard to their linking activities and therefore do not provide decision makers with the reasons...
Parkinsons Disease Classification using Neural Network and Feature Selection
In this study, the Multi-Layer Perceptron (MLP)with Back-Propagation learning algorithm are used to classify to effective diagnosis Parkinsons disease(PD).It’s a challenging problem for medical community.Typically characterized by tremor, PD occurs due to the loss of dopamine in the brains thalamic region that results in involuntary or oscillatory movement in the body. A feature selection algor...
متن کاملEstablishing Cutoff Points for Defining Symptom Severity Using the Edmonton Symptom Assessment System-Revised Japanese Version.
CONTEXT Symptom screening is important for appropriate symptom management. It remains uncertain as to which scores on the Edmonton Symptom Assessment System-Revised (ESAS-r) comprise the optimal cutoff points to determine symptom severity for Japanese cancer patients. OBJECTIVES To investigate optimal cutoff points for individual ESAS-r items for detecting symptom severity and to evaluate the...
متن کاملDeployment of Mobile Agents in the Mobile Telephone Network Management
Mobile agents are autonomous, asynchronous and, optionally, intelligent software entities which can migrate to and reside in a number of network nodes. In our proposal mobile agents are used for collecting subscriber information on the terminal side in mobile communication networks. Mobile agents are sent out by the network part for collecting information, such as location area identifier and c...
متن کاملanalysis of power in the network society
اندیشمندان و صاحب نظران علوم اجتماعی بر این باورند که مرحله تازه ای در تاریخ جوامع بشری اغاز شده است. ویژگیهای این جامعه نو را می توان پدیده هایی از جمله اقتصاد اطلاعاتی جهانی ، هندسه متغیر شبکه ای، فرهنگ مجاز واقعی ، توسعه حیرت انگیز فناوری های دیجیتال، خدمات پیوسته و نیز فشردگی زمان و مکان برشمرد. از سوی دیگر قدرت به عنوان موضوع اصلی علم سیاست جایگاه مهمی در روابط انسانی دارد، قدرت و بازتولید...
15 صفحه اولذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: IEEE Access
سال: 2021
ISSN: ['2169-3536']
DOI: https://doi.org/10.1109/access.2021.3050524