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Multimodal Data for the Detection of Freezing of Gait in Parkinson's Disease

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机构: [1]Capital Med Univ, Beijing Inst Geriatr, Xuanwu Hosp, Dept Neurol Neurobiol & Geriatr, Beijing 100053, Peoples R China [2]Xuzhou Med Univ, Affiliated Hosp, Dept Neurol, Xuzhou 221006, Jiangsu, Peoples R China [3]Beihang Univ, Dept Automat Sci & Elect Engn, Beijing 100191, Peoples R China
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Freezing of gaits (FOG) is a very disabling symptom of Parkinson's Disease (PD), affecting about 50% of PD patients and 80% of advanced PD patients. Studies have shown that FOG is related to a complex interplay between motor, cognitive and affective factors. A full characterization of FOG is crucial for FOG detection/prediction and prompt intervention. A protocol has been designed to acquire multimodal physical and physiological information during FOG, including gait acceleration (ACC), electroencephalogram (EEG), electromyogram (EMG), and skin conductance (SC). Two tasks were designed to trigger FOG, including gait initiation failure and FOG during walking. A total number of 12 PD patients completed the experiments and produced a length of 3 hours and 42 minutes of valid data including 2 hours and 14 minutes of normal gait and 1 hour and 28 minutes of freezing of gait. The FOG episodes were labeled by two qualified physicians. The multimodal data have been validated by a FOG detection task.

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基金编号: 61876015 4202040 2018AAA001400 SML20150803 2021YFC2501200 2018YFC1312001 2017YFC0840105 Z171100000117013

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出版当年[2021]版:
大类 | 2 区 综合性期刊
小类 | 2 区 综合性期刊
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大类 | 2 区 综合性期刊
小类 | 2 区 综合性期刊
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出版当年[2020]版:
Q1 MULTIDISCIPLINARY SCIENCES
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Q1 MULTIDISCIPLINARY SCIENCES

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第一作者机构: [1]Capital Med Univ, Beijing Inst Geriatr, Xuanwu Hosp, Dept Neurol Neurobiol & Geriatr, Beijing 100053, Peoples R China [2]Xuzhou Med Univ, Affiliated Hosp, Dept Neurol, Xuzhou 221006, Jiangsu, Peoples R China
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