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Huang H, Li R, Zhang J. A review of visual sustained attention: neural mechanisms and computational models. PeerJ 2023; 11:e15351. [PMID: 37334118 PMCID: PMC10274610 DOI: 10.7717/peerj.15351] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2022] [Accepted: 04/13/2023] [Indexed: 06/20/2023] Open
Abstract
Sustained attention is one of the basic abilities of humans to maintain concentration on relevant information while ignoring irrelevant information over extended periods. The purpose of the review is to provide insight into how to integrate neural mechanisms of sustained attention with computational models to facilitate research and application. Although many studies have assessed attention, the evaluation of humans' sustained attention is not sufficiently comprehensive. Hence, this study provides a current review on both neural mechanisms and computational models of visual sustained attention. We first review models, measurements, and neural mechanisms of sustained attention and propose plausible neural pathways for visual sustained attention. Next, we analyze and compare the different computational models of sustained attention that the previous reviews have not systematically summarized. We then provide computational models for automatically detecting vigilance states and evaluation of sustained attention. Finally, we outline possible future trends in the research field of sustained attention.
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Affiliation(s)
- Huimin Huang
- National Engineering Research Center for E-learning, Central China Normal University, Wuhan, Hubei, China
| | - Rui Li
- National Engineering Research Center for E-learning, Central China Normal University, Wuhan, Hubei, China
| | - Junsong Zhang
- Brain Cognition and Intelligent Computing Lab, Department of Artificial Intelligence, School of Informatics, Xiamen University, Xiamen, Fujian, China
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Gibson BC, Votaw VR, Stein ER, Clark VP, Claus E, Witkiewitz K. Transcranial Direct Current Stimulation Provides no Additional Benefit to Improvements in Self-Reported Craving Following Mindfulness-Based Relapse Prevention. Mindfulness (N Y) 2022; 13:92-103. [PMID: 35833199 PMCID: PMC9272998 DOI: 10.1007/s12671-021-01768-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 09/27/2021] [Indexed: 01/03/2023]
Abstract
Objectives Mindfulness-Based Relapse Prevention (MBRP) and transcranial direct current stimulation (tDCS) have each demonstrated efficacy in improving outcomes in those with alcohol use disorder (AUD), however a recent study that combined MBRP with tDCS found tDCS provided no additional benefit to MBRP for AUD. Differences in treatment adherence between active versus sham tDCS groups may have contributed to this result. The current study examined whether treatment adherence interacted with tDCS condition in predicting post-treatment mindfulness and craving. Methods This study was a secondary data analysis from a randomized sham-controlled trial comparing MBRP paired with tDCS. Linear regression analyses were conducted examining the interaction between tDCS condition and two measures of treatment adherence (i.e., number of groups attended, number of tDCS administrations) on post-treatment mindfulness and craving. Results There was no effect of treatment adherence by tDCS condition in predicting mindfulness, however the interaction between treatment adherence and tDCS condition significantly predicted post-treatment craving. There was a significant negative association between treatment adherence and post-treatment craving in the sham group, but there was no association in the active tDCS group. Conclusions MBRP coupled with sham stimulation led to significant reductions in self-reported craving when patients attended more sessions and received a greater number of sham tDCS administrations, while no relationship was observed between treatment adherence and craving among those who received active tDCS. This result provides tentative evidence that, rather than improve the effects of MBRP on craving, this active tDCS protocol provides no additional benefit to MBRP in reducing craving. Pre-registration This study was registered with clinicaltrials.gov (NCT02861807).
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Affiliation(s)
- Benjamin C. Gibson
- Psychology Department, University of New Mexico, Logan Hall, MSC03-2220, 1 University of New Mexico, Albuquerque, NM 87131
- The Mind Research Network, Department of Translational Neuroscience, 1101 Yale Blvd. NE, Albuquerque, NM 87106
| | - Victoria R. Votaw
- Psychology Department, University of New Mexico, Logan Hall, MSC03-2220, 1 University of New Mexico, Albuquerque, NM 87131
- Center on Alcohol, Substance use, And Addictions, 2650 Yale Blvd. SE, Albuquerque, NM 87106
| | - Elena R. Stein
- Psychology Department, University of New Mexico, Logan Hall, MSC03-2220, 1 University of New Mexico, Albuquerque, NM 87131
- Center on Alcohol, Substance use, And Addictions, 2650 Yale Blvd. SE, Albuquerque, NM 87106
| | - Vincent P. Clark
- Psychology Department, University of New Mexico, Logan Hall, MSC03-2220, 1 University of New Mexico, Albuquerque, NM 87131
- The Mind Research Network, Department of Translational Neuroscience, 1101 Yale Blvd. NE, Albuquerque, NM 87106
| | - Eric Claus
- The Mind Research Network, Department of Translational Neuroscience, 1101 Yale Blvd. NE, Albuquerque, NM 87106
- Department of Biobehavioral Health, The Pennsylvania State University, 219 Biobehavioral Health Building, University Park, PA 16802
| | - Katie Witkiewitz
- Psychology Department, University of New Mexico, Logan Hall, MSC03-2220, 1 University of New Mexico, Albuquerque, NM 87131
- Center on Alcohol, Substance use, And Addictions, 2650 Yale Blvd. SE, Albuquerque, NM 87106
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