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Journal ArticleDOI

Speech metrics, general disability, brain imaging and quality of life in multiple sclerosis.

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TLDR
The relationship between disease severity and speech metrics through perceptual (listener based) and objective acoustic analysis and deviations of acoustic metrics in people with no perceivable dysarthria are characterized.
Abstract
BACKGROUND AND PURPOSE: Objective measurement of speech has shown promising results to monitor disease state in multiple sclerosis. In this study, we characterize the relationship between disease severity and speech metrics through perceptual (listener based) and objective acoustic analysis. We further look at deviations of acoustic metrics in people with no perceivable dysarthria. METHODS: Correlations and regression were calculated between speech measurements and disability scores, brain volume, lesion load and quality of life. Speech measurements were further compared between three subgroups of increasing overall neurological disability: mild (as rated by the Expanded Disability Status Scale ≤2.5), moderate (≥3 and ≤5.5) and severe (≥6). RESULTS: Clinical speech impairment occurred majorly in people with severe disability. An experimental acoustic composite score differentiated mild from moderate (P < 0.001) and moderate from severe subgroups (P = 0.003), and correlated with overall neurological disability (r = 0.6, P < 0.001), quality of life (r = 0.5, P < 0.001), white matter volume (r = 0.3, P = 0.007) and lesion load (r = 0.3, P = 0.008). Acoustic metrics also correlated with disability scores in people with no perceivable dysarthria. CONCLUSIONS: Acoustic analysis offers a valuable insight into the development of speech impairment in multiple sclerosis. These results highlight the potential of automated analysis of speech to assist in monitoring disease progression and treatment response.

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Journal ArticleDOI

Oral and Laryngeal Diadochokinesis Across the Life Span: A Scoping Review of Methods, Reference Data, and Clinical Applications

TL;DR: A scoping review of research on oral and laryngeal diadochokinesis (DDK) in children and adults, either typically developing/developed or with a clinical diagnosis was conducted by as discussed by the authors .
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Assessing clinical utility of machine learning and artificial intelligence approaches to analyze speech recordings in multiple sclerosis: A pilot study

TL;DR: In this article , a corpus of 65 MS-positive and 66 healthy individuals reading the same text aloud was used for targeted acoustic feature extraction utilizing automatic phoneme segmentation, and a series of binary classification models were trained, tuned, and evaluated regarding their Accuracy and area-under-the-curve.
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Assessing clinical utility of Machine Learning and Artificial Intelligence approaches to analyze speech recordings in Multiple Sclerosis: A Pilot Study.

TL;DR: In this article, a corpus of 65 MS-positive and 66 healthy individuals reading the same text aloud was used for targeted acoustic feature extraction utilizing automatic phoneme segmentation, and a series of binary classification models were trained, tuned, and evaluated regarding their Accuracy and area-under-curve.
Journal ArticleDOI

Speech Pathology-Specific Questionnaire for Persons with Multiple Sclerosis (SMS): adaptation, validation and preliminary assessment of the diagnostic potential.

TL;DR: In this paper, an adaptation and validation of the Speech Pathology-Specific Questionnaire for Persons with Multiple Sclerosis (SMS) into the Polish language to quantify important speech-related changes and to improve individual tailoring of therapeutic activities is presented.
Journal ArticleDOI

Adults with a history of recreational cannabis use have altered speech production.

TL;DR: In this paper, the authors investigate speech in individuals with a history of recreational cannabis use compared to non-drug-using healthy controls and find that subtle differences in speech timing, vocal effort, and voice quality may exist between cannabis and control groups.
References
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Journal ArticleDOI

Rating neurologic impairment in multiple sclerosis An expanded disability status scale (EDSS)

John F. Kurtzke
- 01 Nov 1983 - 
TL;DR: A new Expanded Disability Status Scale (EDSS) is presented, with each of the former steps (1,2,3 … 9) now divided into two (1.0, 1.5, 2.0 … 9).
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The control of the false discovery rate in multiple testing under dependency

TL;DR: In this paper, it was shown that a simple FDR controlling procedure for independent test statistics can also control the false discovery rate when test statistics have positive regression dependency on each of the test statistics corresponding to the true null hypotheses.
Journal ArticleDOI

The ASA's Statement on p-Values: Context, Process, and Purpose

TL;DR: The American Statistical Association (ASA) released a policy statement on p-values and statistical significance in 2015 as discussed by the authors, which was based on a discussion with the ASA Board of Trustees and concerned with reproducibility and replicability of scientific conclusions.
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Diagnosis of multiple sclerosis: 2017 revisions of the McDonald criteria

TL;DR: The 2017 McDonald criteria continue to apply primarily to patients experiencing a typical clinically isolated syndrome, define what is needed to fulfil dissemination in time and space of lesions in the CNS, and stress the need for no better explanation for the presentation.
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