Using isolated vowel sounds for classification of Mild Traumatic Brain Injury

机译：使用孤立的元音对轻度创伤性脑损伤进行分类

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Concussions are Mild Traumatic Brain Injuries (mTBI) that are common in contact sports and are often difficult to diagnose due to the delayed appearance of symptoms. This paper explores the feasibility of using speech analysis for detecting mTBI. Recordings are taken on a mobile device from athletes participating in a boxing tournament following each match. Vowel sounds are isolated from the recordings and acoustic features are extracted and used to train several one-class machine learning algorithms in order to predict whether an athlete is concussed. Prediction results are verified against the diagnoses made by a ringside medical team at the time of recording and performance evaluation shows prediction accuracies of up to 98%.

机译：脑震荡是轻度创伤性脑损伤（mTBI），在接触运动中很常见，由于症状的出现延迟，通常难以诊断。本文探讨了使用语音分析检测mTBI的可行性。每次比赛之后，参加拳击比赛的运动员都会在移动设备上进行记录。元音与录音分离，并提取声学特征，并将其用于训练几种一类机器学习算法，以预测运动员是否受到脑震荡。预测结果根据马戏团医疗队在记录时所做的诊断进行验证，性能评估显示预测准确性高达98％。

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《IEEE International Conference on Acoustics, Speech and Signal Processing》|2013年|7577-7581|共5页
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Falcone Michael; Yadav Nikhil; Poellabauer Christian; Flynn Patrick;
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Speech analysis; concussion; health and safety; predictive models;

机译：言语分析;脑震荡;健康与安全;预测模型;

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1. Is Sex an Indicator of Prognosis After Mild Traumatic Brain Injury: A Systematic Analysis of the Findings of the World Health Organization Collaborating Centre Task Force on Mild Traumatic Brain Injury and the International Collaboration on Mild Traumatic Brain Injury Prognosis [J] . Cancelliere Carol, Donovan James, Cassidy J. David Archives of Physical Medicine and Rehabilitation . 2016,第2Suppla1期

机译：性别是轻度颅脑外伤后预后的指标吗？对世界卫生组织轻度颅脑外伤合作中心工作组和轻度颅脑外伤预后国际合作的调查结果的系统分析
2. The Effects of Mild Traumatic Brain Injury, Post-Traumatic Stress Disorder, and Combined Mild Traumatic Brain Injury/Post-Traumatic Stress Disorder on Returning Veterans [J] . Combs Hannah L., Berry David T. R., Pape Theresa, Journal of neurotrauma . 2015,第13期

机译：轻度创伤性脑损伤，创伤后应激障碍以及轻度创伤性脑损伤/创伤后应激障碍对退伍军人的影响
3. Traumatic Brain Injury and Delayed Sequelae: A Review - Traumatic Brain Injury and Mild Traumatic Brain Injury (Concussion) are Precursors to Later-Onset Brain Disorders, Including Early-Onset Dementia [J] . Michael A.Kiraly, Stephen J.Kiraly ScientificWorldJournal . 2007,第3期

机译：创伤性脑损伤和延迟后遗症：综述 - 创伤性脑损伤和轻度创伤性脑损伤（脑震荡）是后期发病脑疾病的前体，包括早期发病性痴呆
4. USING ISOLATED VOWEL SOUNDS FOR CLASSIFICATION OF MILD TRAUMATIC BRAIN INJURY [C] . Michael Falcone, Nikhil Yadav, Christian Poellabauer, IEEE International Conference on Acoustics, Speech and Signal Processing . 2013

机译：使用孤立的元音声音进行轻度创伤性脑损伤的分类
5. An Investigation of Neurological Soft Signs as a Discriminating Factor Between Veterans With Post-Traumatic Stress Disorder, Mild Traumatic Brain Injury, and Co-occuring Post-Traumatic Stress Disorder and Mild Traumatic Brain Injury [D] . Rothman, David Joshua. 2019

机译：创伤后应激障碍，轻度创伤性脑损伤，并发创伤后应激障碍和轻度创伤性脑损伤的退伍军人之间作为区分因素的神经软体征的调查
6. The Effects of Mild Traumatic Brain Injury Post-Traumatic Stress Disorder and Combined Mild Traumatic Brain Injury/Post-Traumatic Stress Disorder on Returning Veterans [O] . Hannah L. Combs, David T. R. Berry, Theresa Pape, -1

机译：轻度创伤性脑损伤创伤后应激障碍和轻度创伤性脑损伤/创伤后应激障碍对退伍军人的影响
7. The Effects of Mild Traumatic Brain Injury, Post-Traumatic Stress Disorder, and Combined Mild Traumatic Brain Injury/Post-Traumatic Stress Disorder on Returning Veterans [O] . Hannah L. Combs, David T. R. Berry, Theresa Pape, 2015

机译：轻度创伤性脑损伤，创伤后应激障碍，以及恢复退伍军人的创伤性创伤性脑损伤/后创伤后应力障碍的影响
8. Hyperbaric Oxygen Therapy in the Treatment of Chronic Mild-Moderate Blast-Induced Traumatic Brain Injury Post-Concussion Syndrome (PCS) and Post Traumatic Stress Disorder (PTSD). [R] . Harch, P. G. 2017

机译：高压氧治疗慢性轻度中度急性创伤性脑损伤脑震荡综合征（pCs）和创伤后应激障碍（pTsD）。

Using isolated vowel sounds for classification of Mild Traumatic Brain Injury

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