Linguistic Biomarkers of Neurological, Cognitive, and Psychiatric Disorders: Verification, Analytical Validation, Clinical Validation, and Machine Learning

Linguistic Biomarkers of Neurological, Cognitive, and Psychiatric Disorders: Verification, Analytical Validation, Clinical Validation, and Machine Learning
Author :
Publisher : Frontiers Media SA
Total Pages : 122
Release :
ISBN-10 : 9782832552971
ISBN-13 : 2832552978
Rating : 4/5 (978 Downloads)

Book Synopsis Linguistic Biomarkers of Neurological, Cognitive, and Psychiatric Disorders: Verification, Analytical Validation, Clinical Validation, and Machine Learning by : Ratree Wayland

Download or read book Linguistic Biomarkers of Neurological, Cognitive, and Psychiatric Disorders: Verification, Analytical Validation, Clinical Validation, and Machine Learning written by Ratree Wayland and published by Frontiers Media SA. This book was released on 2024-08-07 with total page 122 pages. Available in PDF, EPUB and Kindle. Book excerpt: Degeneration of nerve cells that control cognitive, speech, and language processes leading to linguistic impairments at various levels, from verbal utterances to individual speech sounds, could indicate signs of neurological, cognitive and psychiatric disorders such as Alzheimer’s disease (AD), Parkinson’s disease (PD), amyotrophic lateral sclerosis (ALS), dementias, depression, autism spectrum disorder, schizophrenia, etc. Currently, these disorders are diagnosed using specific clinical diagnostic criteria and neuropsychological examinations. However, speech-based biomarkers could potentially offer many advantages over current clinical standards. In addition to being objective and naturalistic, they can also be collected remotely with minimal instruction and time requirements. Furthermore, Machine Learning algorithms developed to build automated diagnostic models using linguistic features extracted from speech could aid diagnosis of patients with probable diseases from a group of normal population. To ensure that speech-based biomarkers are providing accurate measurement and can serve as effective clinical tools for detecting and monitoring disease, speech features extracted and analyzed must be systematically and rigorously evaluated. Different machine learning architectures trained to classify different types of disordered speech must also be rigorously tested and systematically compared.


Linguistic Biomarkers of Neurological, Cognitive, and Psychiatric Disorders: Verification, Analytical Validation, Clinical Validation, and Machine Learning Related Books

Linguistic Biomarkers of Neurological, Cognitive, and Psychiatric Disorders: Verification, Analytical Validation, Clinical Validation, and Machine Learning
Language: en
Pages: 122
Authors: Ratree Wayland
Categories: Science
Type: BOOK - Published: 2024-08-07 - Publisher: Frontiers Media SA

DOWNLOAD EBOOK

Degeneration of nerve cells that control cognitive, speech, and language processes leading to linguistic impairments at various levels, from verbal utterances t
Early Diagnosis of Alzheimer's Disease
Language: en
Pages: 384
Authors: Leonard F. M. Scinto
Categories: Medical
Type: BOOK - Published: 2000-02-09 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

The three major approaches to diagnosis of AD -- radiological, biological, and neurophysiological -- are discussed in detail with chapters highlighting the most
Handbook of Normative Data for Neuropsychological Assessment
Language: en
Pages: 1052
Authors: Maura Mitrushina
Categories: Reference
Type: BOOK - Published: 2005-02-10 - Publisher: Oxford University Press

DOWNLOAD EBOOK

When Handbook of Normative Data for Neuropsychological Assessment was published in 1999, it was the first book to provide neuropsychologists with summaries and
The Boston Process Approach to Neuropsychological Assessment
Language: en
Pages:
Authors: Lee Ashendorf PhD
Categories: Psychology
Type: BOOK - Published: 2013-07-12 - Publisher: Oxford University Press

DOWNLOAD EBOOK

The Boston Process Approach to neuropsychological assessment, advanced by Edith Kaplan, has a long and well-respected history in the field. However, its theoret
Registries for Evaluating Patient Outcomes
Language: en
Pages: 385
Authors: Agency for Healthcare Research and Quality/AHRQ
Categories: Medical
Type: BOOK - Published: 2014-04-01 - Publisher: Government Printing Office

DOWNLOAD EBOOK

This User’s Guide is intended to support the design, implementation, analysis, interpretation, and quality evaluation of registries created to increase unders