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Kutafina E, Heiligers A, Popovic R, Brenner A, Hankammer B, Jonas SM, Mathiak K, Zweerings J. Tracking of Mental Workload with a Mobile EEG Sensor. SENSORS 2021; 21:s21155205. [PMID: 34372445 PMCID: PMC8348794 DOI: 10.3390/s21155205] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/08/2021] [Revised: 07/23/2021] [Accepted: 07/28/2021] [Indexed: 12/04/2022]
Abstract
The aim of the present investigation was to assess if a mobile electroencephalography (EEG) setup can be used to track mental workload, which is an important aspect of learning performance and motivation and may thus represent a valuable source of information in the evaluation of cognitive training approaches. Twenty five healthy subjects performed a three-level N-back test using a fully mobile setup including tablet-based presentation of the task and EEG data collection with a self-mounted mobile EEG device at two assessment time points. A two-fold analysis approach was chosen including a standard analysis of variance and an artificial neural network to distinguish the levels of cognitive load. Our findings indicate that the setup is feasible for detecting changes in cognitive load, as reflected by alterations across lobes in different frequency bands. In particular, we observed a decrease of occipital alpha and an increase in frontal, parietal and occipital theta with increasing cognitive load. The most distinct levels of cognitive load could be discriminated by the integrated machine learning models with an accuracy of 86%.
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Affiliation(s)
- Ekaterina Kutafina
- Institute of Medical Informatics, Medical Faculty, RWTH Aachen University, 52074 Aachen, Germany; (R.P.); (B.H.)
- Faculty of Applied Mathematics, AGH University of Science and Technology, 30-059 Krakow, Poland
- Correspondence:
| | - Anne Heiligers
- Department of Psychiatry, Psychotherapy and Psychosomatics, School of Medicine, RWTH Aachen University, 52074 Aachen, Germany; (A.H.); (K.M.); (J.Z.)
| | - Radomir Popovic
- Institute of Medical Informatics, Medical Faculty, RWTH Aachen University, 52074 Aachen, Germany; (R.P.); (B.H.)
| | - Alexander Brenner
- Institute of Medical Informatics, University of Münster, 48149 Münster, Germany;
| | - Bernd Hankammer
- Institute of Medical Informatics, Medical Faculty, RWTH Aachen University, 52074 Aachen, Germany; (R.P.); (B.H.)
| | - Stephan M. Jonas
- Department of Informatics, Technical University of Munich, 85748 Garching, Germany;
| | - Klaus Mathiak
- Department of Psychiatry, Psychotherapy and Psychosomatics, School of Medicine, RWTH Aachen University, 52074 Aachen, Germany; (A.H.); (K.M.); (J.Z.)
| | - Jana Zweerings
- Department of Psychiatry, Psychotherapy and Psychosomatics, School of Medicine, RWTH Aachen University, 52074 Aachen, Germany; (A.H.); (K.M.); (J.Z.)
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Abeles D, Amit R, Tal-Perry N, Carrasco M, Yuval-Greenberg S. Oculomotor inhibition precedes temporally expected auditory targets. Nat Commun 2020; 11:3524. [PMID: 32665559 PMCID: PMC7360783 DOI: 10.1038/s41467-020-17158-9] [Citation(s) in RCA: 38] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2019] [Accepted: 05/27/2020] [Indexed: 11/09/2022] Open
Abstract
Eye movements are inhibited prior to the onset of temporally-predictable visual targets. This oculomotor inhibition effect could be considered a marker for the formation of temporal expectations and the allocation of temporal attention in the visual domain. Here we show that eye movements are also inhibited before predictable auditory targets. In two experiments, we manipulate the period between a cue and an auditory target to be either predictable or unpredictable. The findings show that although there is no perceptual gain from avoiding gaze-shifts in this procedure, saccades and blinks are inhibited prior to predictable relative to unpredictable auditory targets. These findings show that oculomotor inhibition occurs prior to auditory targets. This link between auditory expectation and oculomotor behavior reveals a multimodal perception action coupling, which has a central role in temporal expectations.
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Affiliation(s)
- Dekel Abeles
- School of Psychological Sciences, Tel-Aviv University, Ramat Aviv, 6997801, Tel Aviv-Yafo, Israel
| | - Roy Amit
- Sagol School of Neuroscience, Tel-Aviv University, Ramat Aviv, 6997801, Tel Aviv-Yafo, Israel
| | - Noam Tal-Perry
- School of Psychological Sciences, Tel-Aviv University, Ramat Aviv, 6997801, Tel Aviv-Yafo, Israel
| | - Marisa Carrasco
- Department of Psychology and Center for Neural Science, New York University, 6 Washington Place, New York, NY, 10003, USA
| | - Shlomit Yuval-Greenberg
- School of Psychological Sciences, Tel-Aviv University, Ramat Aviv, 6997801, Tel Aviv-Yafo, Israel. .,Sagol School of Neuroscience, Tel-Aviv University, Ramat Aviv, 6997801, Tel Aviv-Yafo, Israel.
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3
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Weber R, Alicea B, Huskey R, Mathiak K. Network Dynamics of Attention During a Naturalistic Behavioral Paradigm. Front Hum Neurosci 2018; 12:182. [PMID: 29780313 PMCID: PMC5946671 DOI: 10.3389/fnhum.2018.00182] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2017] [Accepted: 04/17/2018] [Indexed: 11/13/2022] Open
Abstract
This study investigates the dynamics of attention during continuous, naturalistic interactions in a video game. Specifically, the effect of repeated distraction on a continuous primary task is related to a functional model of network connectivity. We introduce the Non-linear Attentional Saturation Hypothesis (NASH), which predicts that effective connectivity within attentional networks increases non-linearly with decreasing distraction over time, and exhibits dampening at critical parameter values. Functional magnetic resonance imaging (fMRI) data collected using a naturalistic behavioral paradigm coupled with an interactive video game is used to test the hypothesis. As predicted, connectivity in pre-defined regions corresponding to attentional networks increases as distraction decreases. Moreover, the functional relationship between connectivity and distraction is convex, that is, network connectivity somewhat increases as distraction decreases during the continuous primary task, however, connectivity increases considerably as distraction falls below critical levels. This result characterizes the non-linear pattern of connectivity within attentional networks, particularly with respect to their dynamics during behavior. These results are also summarized in the form of a network structure analysis, which underscores the role of various nodes in regulating the global network state. In conclusion, we situate the implications of this research in the context of cognitive complexity and an emerging theory of flow during media exposure.
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Affiliation(s)
- René Weber
- Media Neuroscience Lab, Department of Communication, University of California, Santa Barbara, Santa Barbara, CA, United States
| | - Bradly Alicea
- Orthogonal Research and Teaching Laboratory, Champaign, IL, United States
| | - Richard Huskey
- Cognitive Communication Science Lab, School of Communication, The Ohio State University, Columbus, OH, United States
| | - Klaus Mathiak
- Department of Psychiatry, Psychotherapy and Psychosomatics, RWTH Aachen University, Aachen, Germany
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Wolf D, Rekittke LM, Mittelberg I, Klasen M, Mathiak K. Perceived Conventionality in Co-speech Gestures Involves the Fronto-Temporal Language Network. Front Hum Neurosci 2017; 11:573. [PMID: 29249945 PMCID: PMC5714878 DOI: 10.3389/fnhum.2017.00573] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2017] [Accepted: 11/13/2017] [Indexed: 11/16/2022] Open
Abstract
Face-to-face communication is multimodal; it encompasses spoken words, facial expressions, gaze, and co-speech gestures. In contrast to linguistic symbols (e.g., spoken words or signs in sign language) relying on mostly explicit conventions, gestures vary in their degree of conventionality. Bodily signs may have a general accepted or conventionalized meaning (e.g., a head shake) or less so (e.g., self-grooming). We hypothesized that subjective perception of conventionality in co-speech gestures relies on the classical language network, i.e., the left hemispheric inferior frontal gyrus (IFG, Broca's area) and the posterior superior temporal gyrus (pSTG, Wernicke's area) and studied 36 subjects watching video-recorded story retellings during a behavioral and an functional magnetic resonance imaging (fMRI) experiment. It is well documented that neural correlates of such naturalistic videos emerge as intersubject covariance (ISC) in fMRI even without involving a stimulus (model-free analysis). The subjects attended either to perceived conventionality or to a control condition (any hand movements or gesture-speech relations). Such tasks modulate ISC in contributing neural structures and thus we studied ISC changes to task demands in language networks. Indeed, the conventionality task significantly increased covariance of the button press time series and neuronal synchronization in the left IFG over the comparison with other tasks. In the left IFG, synchronous activity was observed during the conventionality task only. In contrast, the left pSTG exhibited correlated activation patterns during all conditions with an increase in the conventionality task at the trend level only. Conceivably, the left IFG can be considered a core region for the processing of perceived conventionality in co-speech gestures similar to spoken language. In general, the interpretation of conventionalized signs may rely on neural mechanisms that engage during language comprehension.
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Affiliation(s)
- Dhana Wolf
- Department of Psychiatry, Psychotherapy and Psychosomatics, Medical Faculty, RWTH Aachen, Aachen, Germany.,Natural Media Lab, Human Technology Centre, RWTH Aachen, Aachen, Germany.,Center for Sign Language and Gesture (SignGes), RWTH Aachen, Aachen, Germany
| | - Linn-Marlen Rekittke
- Natural Media Lab, Human Technology Centre, RWTH Aachen, Aachen, Germany.,Center for Sign Language and Gesture (SignGes), RWTH Aachen, Aachen, Germany
| | - Irene Mittelberg
- Natural Media Lab, Human Technology Centre, RWTH Aachen, Aachen, Germany.,Center for Sign Language and Gesture (SignGes), RWTH Aachen, Aachen, Germany
| | - Martin Klasen
- Department of Psychiatry, Psychotherapy and Psychosomatics, Medical Faculty, RWTH Aachen, Aachen, Germany.,JARA-Translational Brain Medicine, RWTH Aachen, Aachen, Germany
| | - Klaus Mathiak
- Department of Psychiatry, Psychotherapy and Psychosomatics, Medical Faculty, RWTH Aachen, Aachen, Germany.,Center for Sign Language and Gesture (SignGes), RWTH Aachen, Aachen, Germany.,JARA-Translational Brain Medicine, RWTH Aachen, Aachen, Germany
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Wolf D, Schock L, Bhavsar S, Demenescu LR, Sturm W, Mathiak K. Emotional valence and spatial congruency differentially modulate crossmodal processing: an fMRI study. Front Hum Neurosci 2014; 8:659. [PMID: 25221495 PMCID: PMC4145656 DOI: 10.3389/fnhum.2014.00659] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2013] [Accepted: 08/08/2014] [Indexed: 11/13/2022] Open
Abstract
Salient exogenous stimuli modulate attentional processes and lead to attention shifts-even across modalities and at a pre-attentive level. Stimulus properties such as hemispheric laterality and emotional valence influence processing, but their specific interaction in audio-visual attention paradigms remains ambiguous. We conducted an fMRI experiment to investigate the interaction of supramodal spatial congruency, emotional salience, and stimulus presentation side on neural processes of attention modulation. Emotionally neutral auditory deviants were presented in a dichotic listening oddball design. Simultaneously, visual target stimuli (schematic faces) were presented, which displayed either a negative or a positive emotion. These targets were presented in the left or in the right visual field and were either spatially congruent (valid) or incongruent (invalid) with the concurrent deviant auditory stimuli. According to our expectation we observed that deviant stimuli serve as attention-directing cues for visual target stimuli. Region-of-interest (ROI) analyses suggested differential effects of stimulus valence and spatial presentation on the hemodynamic response in bilateral auditory cortices. These results underline the importance of valence and presentation side for attention guidance by deviant sound events and may hint at a hemispheric specialization for valence and attention processing.
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Affiliation(s)
- Dhana Wolf
- Department of Psychiatry, Psychotherapy and Psychosomatics, Medical School, RWTH Aachen University Aachen, Germany ; Interdisciplinary Centre for Clinical Research, Medical School, RWTH Aachen University Aachen, Germany ; JARA-Translational Brain Medicine, Research Centre Jülich, Jülich Aachen, Germany
| | - Lisa Schock
- Department of Psychiatry, Psychotherapy and Psychosomatics, Medical School, RWTH Aachen University Aachen, Germany ; Interdisciplinary Centre for Clinical Research, Medical School, RWTH Aachen University Aachen, Germany ; JARA-Translational Brain Medicine, Research Centre Jülich, Jülich Aachen, Germany
| | - Saurabh Bhavsar
- Department of Psychiatry, Psychotherapy and Psychosomatics, Medical School, RWTH Aachen University Aachen, Germany ; Interdisciplinary Centre for Clinical Research, Medical School, RWTH Aachen University Aachen, Germany ; JARA-Translational Brain Medicine, Research Centre Jülich, Jülich Aachen, Germany
| | - Liliana R Demenescu
- Department of Psychiatry, Psychotherapy and Psychosomatics, Medical School, RWTH Aachen University Aachen, Germany ; Interdisciplinary Centre for Clinical Research, Medical School, RWTH Aachen University Aachen, Germany ; JARA-Translational Brain Medicine, Research Centre Jülich, Jülich Aachen, Germany
| | - Walter Sturm
- Interdisciplinary Centre for Clinical Research, Medical School, RWTH Aachen University Aachen, Germany ; Department of Neurology, Clinical Neuropsychology, Medical School, RWTH Aachen University Aachen, Germany
| | - Klaus Mathiak
- Department of Psychiatry, Psychotherapy and Psychosomatics, Medical School, RWTH Aachen University Aachen, Germany ; Interdisciplinary Centre for Clinical Research, Medical School, RWTH Aachen University Aachen, Germany ; JARA-Translational Brain Medicine, Research Centre Jülich, Jülich Aachen, Germany
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Macaluso E. Spatial Constraints in Multisensory Attention. Front Neurosci 2011. [DOI: 10.1201/9781439812174-32] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022] Open
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7
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Macaluso E. Spatial Constraints in Multisensory Attention. Front Neurosci 2011. [DOI: 10.1201/b11092-32] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022] Open
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8
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Kaiser J, Birbaumer N. Pioneer in EEG/MEG research: A tribute to Werner Lutzenberger. J Neurosci Methods 2009; 183:5-8. [DOI: 10.1016/j.jneumeth.2009.04.019] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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Automatic auditory change detection in humans is influenced by visual–auditory associative learning. Neuroreport 2007; 18:1697-701. [DOI: 10.1097/wnr.0b013e3282f0d118] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Hertrich I, Mathiak K, Lutzenberger W, Menning H, Ackermann H. Sequential audiovisual interactions during speech perception: A whole-head MEG study. Neuropsychologia 2007; 45:1342-54. [PMID: 17067640 DOI: 10.1016/j.neuropsychologia.2006.09.019] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2006] [Revised: 07/26/2006] [Accepted: 09/26/2006] [Indexed: 11/21/2022]
Abstract
Using whole-head magnetoencephalography (MEG), audiovisual (AV) interactions during speech perception (/ta/- and /pa/-syllables) were investigated in 20 subjects. Congruent AV events served as the 'standards' of an oddball design. The deviants encompassed incongruent /ta/-/pa/ configurations differing from the standards either in the acoustic or the visual domain. As an auditory non-speech control condition, the same video signals were synchronized with either one of two complex tones. As in natural speech, visual movement onset preceded acoustic signals by about 150 ms. First, the impact of visual information on auditorily evoked fields to non-speech sounds was determined. Larger facial movements (/pa/ versus /ta/) yielded enhanced early responses such as the M100 component, indicating, most presumably, anticipatory pre-activation of auditory cortex by visual motion cues. As a second step of analysis, mismatch fields (MMF) were calculated. Acoustic deviants elicited a typical MMF, peaking ca. 180 ms after stimulus onset, whereas visual deviants gave rise to later responses (220 ms) of a more posterior-medial source location. Finally, a late (275 ms), left-lateralized visually-induced MMF component, resembling the acoustic mismatch response, emerged during the speech condition, presumably reflecting phonetic/linguistic operations. There is mounting functional imaging evidence for an early impact of visual information on auditory cortical regions during speech perception. The present study suggests at least two successive AV interactions in association with syllable recognition tasks: early activation of auditory areas depending upon visual motion cues and a later speech-specific left-lateralized response mediated, conceivably, by backward-projections from multisensory areas.
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Affiliation(s)
- Ingo Hertrich
- Department of General Neurology, Hertie Institute for Clinical Brain Research, University of Tübingen, Germany.
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