TY - JOUR
T1 - The Impact of Inserting an Additional Mental Process
AU - Zhang, Qiong
AU - Walsh, Matthew M.
AU - Anderson, John R.
N1 - Funding Information:
This research was supported by the National Science Foundation Grant 1420009, the James S. McDonnell Foundation Scholar Award 220020162, and the Office of Naval Research Grant N00014-15-1-2151 to J. R. A. and M. M. W.
Publisher Copyright:
© 2018, Springer International Publishing.
PY - 2018/3
Y1 - 2018/3
N2 - Pure insertion describes a scenario where a mental process is inserted within a sequence of other processes without altering the other processes. Under the assumption of pure insertion, the duration of the inserted process can be identified by calculating the difference in overall response times when the process is present versus absent (i.e., Donder’s subtraction method). Additionally, under the assumption of pure insertion, brain regions associated with the inserted process can be identified in fMRI studies by contrasting activation when the process is present versus absent. However, the assumption of pure insertion does not hold in many situations. In this study, we adopted a novel approach for identifying the impact of insertion by decomposing the EEG signal into a sequence of latent stages, each with a distinct topographical distribution and duration. Based on these latent stages, it is possible to identify when, and for how long, a process occurred. We crossed two factors in the experiment: whether the trial required substituting a letter with a number from memory and whether the trial required calculating the product of two numbers. By crossing these factors, we could examine whether inserting substitution and calculation processes affected the durations of other mental processing stages. Behavioral data in the form of response latencies, and averaged EEG signal in the form of event-related potentials (ERPs), provided no evidence of violations of pure insertion. However, our analysis of single-trial EEG signal allowed us both to show that inserting substitution or calculation did affect other stages and to understand why.
AB - Pure insertion describes a scenario where a mental process is inserted within a sequence of other processes without altering the other processes. Under the assumption of pure insertion, the duration of the inserted process can be identified by calculating the difference in overall response times when the process is present versus absent (i.e., Donder’s subtraction method). Additionally, under the assumption of pure insertion, brain regions associated with the inserted process can be identified in fMRI studies by contrasting activation when the process is present versus absent. However, the assumption of pure insertion does not hold in many situations. In this study, we adopted a novel approach for identifying the impact of insertion by decomposing the EEG signal into a sequence of latent stages, each with a distinct topographical distribution and duration. Based on these latent stages, it is possible to identify when, and for how long, a process occurred. We crossed two factors in the experiment: whether the trial required substituting a letter with a number from memory and whether the trial required calculating the product of two numbers. By crossing these factors, we could examine whether inserting substitution and calculation processes affected the durations of other mental processing stages. Behavioral data in the form of response latencies, and averaged EEG signal in the form of event-related potentials (ERPs), provided no evidence of violations of pure insertion. However, our analysis of single-trial EEG signal allowed us both to show that inserting substitution or calculation did affect other stages and to understand why.
KW - Electroencephalography
KW - Hidden semi-Markov models
KW - Multivariate pattern analysis
KW - Pure insertion
KW - The subtraction method
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U2 - 10.1007/s42113-018-0002-8
DO - 10.1007/s42113-018-0002-8
M3 - Article
AN - SCOPUS:85099025491
SN - 2522-087X
VL - 1
SP - 22
EP - 35
JO - Computational Brain and Behavior
JF - Computational Brain and Behavior
IS - 1
ER -