A multimodal dataset for investigating working memory in presence of music: a pilot study
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作者:
Khazaei, Saman
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NYU, Dept Biomed Engn, New York, NY 10012 USANYU, Dept Biomed Engn, New York, NY 10012 USA
Khazaei, Saman
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Parshi, Srinidhi
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Univ Houston, Dept Elect & Comp Engn, Houston 77004, TX USANYU, Dept Biomed Engn, New York, NY 10012 USA
Parshi, Srinidhi
[2
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Alam, Samiul
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Univ Houston, Dept Elect & Comp Engn, Houston 77004, TX USANYU, Dept Biomed Engn, New York, NY 10012 USA
Alam, Samiul
[2
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Amin, Md. Rafiul
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Univ Houston, Dept Elect & Comp Engn, Houston 77004, TX USANYU, Dept Biomed Engn, New York, NY 10012 USA
Amin, Md. Rafiul
[2
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Faghih, Rose T.
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NYU, Dept Biomed Engn, New York, NY 10012 USA
Univ Houston, Dept Elect & Comp Engn, Houston 77004, TX USANYU, Dept Biomed Engn, New York, NY 10012 USA
Introduction Decoding an individual's hidden brain states in responses to musical stimuli under various cognitive loads can unleash the potential of developing a non-invasive closed-loop brain-machine interface (CLBMI). To perform a pilot study and investigate the brain response in the context of CLBMI, we collect multimodal physiological signals and behavioral data within the working memory experiment in the presence of personalized musical stimuli.Methods Participants perform a working memory experiment called the n-back task in the presence of calming music and exciting music. Utilizing the skin conductance signal and behavioral data, we decode the brain's cognitive arousal and performance states, respectively. We determine the association of oxygenated hemoglobin (HbO) data with performance state. Furthermore, we evaluate the total hemoglobin (HbT) signal energy over each music session.Results A relatively low arousal variation was observed with respect to task difficulty, while the arousal baseline changes considerably with respect to the type of music. Overall, the performance index is enhanced within the exciting session. The highest positive correlation between the HbO concentration and performance was observed within the higher cognitive loads (3-back task) for all of the participants. Also, the HbT signal energy peak occurs within the exciting session.Discussion Findings may underline the potential of using music as an intervention to regulate the brain cognitive states. Additionally, the experiment provides a diverse array of data encompassing multiple physiological signals that can be used in the brain state decoder paradigm to shed light on the human-in-the-loop experiments and understand the network-level mechanisms of auditory stimulation.
机构:
Childrens Natl Med Ctr, Neuropsychol Div, Ctr Neurosci & Behav Med, Washington, DC 20010 USA
George Washington Univ, Sch Med, Dept Psychiat & Behav Sci, Washington, DC USAChildrens Natl Med Ctr, Neuropsychol Div, Ctr Neurosci & Behav Med, Washington, DC 20010 USA
Hardy, Kristina K.
Willard, Victoria W.
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Duke Univ, Dept Psychol & Neurosci, Durham, NC USAChildrens Natl Med Ctr, Neuropsychol Div, Ctr Neurosci & Behav Med, Washington, DC 20010 USA
Willard, Victoria W.
Allen, Taryn M.
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Duke Univ, Dept Psychol & Neurosci, Durham, NC USAChildrens Natl Med Ctr, Neuropsychol Div, Ctr Neurosci & Behav Med, Washington, DC 20010 USA
Allen, Taryn M.
Bonner, Melanie J.
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机构:
Duke Univ, Dept Psychol & Neurosci, Durham, NC USA
Duke Univ, Sch Med, Dept Psychiat & Behav Sci, Durham, NC USAChildrens Natl Med Ctr, Neuropsychol Div, Ctr Neurosci & Behav Med, Washington, DC 20010 USA
机构:
Dartmouth Hitchcock Med Ctr, Lebanon, NH 03766 USADartmouth Hitchcock Med Ctr, Lebanon, NH 03766 USA
Essad, Kate
Azmi, Hooman
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Hackensack Univ, Med Ctr, Dept Neurol, Hackensack, NJ USADartmouth Hitchcock Med Ctr, Lebanon, NH 03766 USA
Azmi, Hooman
Feldman, Joseph
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机构:
Hackensack Univ, Med Ctr, Dept Emergency Med, Hackensack, NJ USADartmouth Hitchcock Med Ctr, Lebanon, NH 03766 USA
Feldman, Joseph
Ogedegbe, Chinwe
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机构:
Hackensack Univ, Med Ctr, Dept Emergency Med, Hackensack, NJ USADartmouth Hitchcock Med Ctr, Lebanon, NH 03766 USA
Ogedegbe, Chinwe
Wylie, Glenn
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机构:
Kessler Fdn, W Orange, NJ USA
Rutgers State Univ, Phys Med & Rehab, Newark, NJ USA
Dept Vet Affairs, War Related Illness & Injury Ctr, E Orange, NJ USADartmouth Hitchcock Med Ctr, Lebanon, NH 03766 USA