Literature DB >> 32378959

Diffusion modeling and intelligence: Drift rates show both domain-general and domain-specific relations with intelligence.

Veronika Lerche1, Mischa von Krause1, Andreas Voss1, Gidon T Frischkorn1, Anna-Lena Schubert1, Dirk Hagemann1.   

Abstract

Several previous studies reported relationships between speed of information processing as measured with the drift parameter of the diffusion model (Ratcliff, 1978) and general intelligence. Most of these studies utilized only few tasks and none of them used more complex tasks. In contrast, our study (N = 125) was based on a large battery of 18 different response time tasks that varied both in content (numeric, figural, and verbal) and complexity (fast tasks with mean RTs of ca. 600 ms vs. more complex tasks with mean RTs of ca. 3,000 ms). Structural equation models indicated a strong relationship between a domain-general drift factor and general intelligence. Beyond that, domain-specific speed of information processing factors were closely related to the respective domain scores of the intelligence test. Furthermore, speed of information processing in the more complex tasks explained additional variance in general intelligence. In addition to these theoretically relevant findings, our study also makes methodological contributions showing that there are meaningful interindividual differences in content specific drift rates and that not only fast tasks, but also more complex tasks can be modeled with the diffusion model. (PsycInfo Database Record (c) 2020 APA, all rights reserved).

Mesh:

Year:  2020        PMID: 32378959     DOI: 10.1037/xge0000774

Source DB:  PubMed          Journal:  J Exp Psychol Gen        ISSN: 0022-1015


  9 in total

1.  Age differences in diffusion model parameters: a meta-analysis.

Authors:  Maximilian Theisen; Veronika Lerche; Mischa von Krause; Andreas Voss
Journal:  Psychol Res       Date:  2020-06-13

2.  Task-general efficiency of evidence accumulation as a computationally-defined neurocognitive trait: Implications for clinical neuroscience.

Authors:  Alexander Weigard; Chandra Sripada
Journal:  Biol Psychiatry Glob Open Sci       Date:  2021-03-13

3.  Mental speed is high until age 60 as revealed by analysis of over a million participants.

Authors:  Mischa von Krause; Stefan T Radev; Andreas Voss
Journal:  Nat Hum Behav       Date:  2022-02-17

4.  Fast evidence accumulation in social anxiety disorder enhances decision making in a probabilistic reward task.

Authors:  Daniel G Dillon; Amit Lazarov; Sarah Dolan; Yair Bar-Haim; Diego A Pizzagalli; Franklin R Schneier
Journal:  Emotion       Date:  2021-12-30

5.  The visual arrays task: Visual storage capacity or attention control?

Authors:  Jessie D Martin; Jason S Tsukahara; Christopher Draheim; Zach Shipstead; Cody A Mashburn; Edward K Vogel; Randall W Engle
Journal:  J Exp Psychol Gen       Date:  2021-09-30

6.  Cognitive efficiency beats top-down control as a reliable individual difference dimension relevant to self-control.

Authors:  Alexander Weigard; D Angus Clark; Chandra Sripada
Journal:  Cognition       Date:  2021-07-09

7.  Evidence accumulation and associated error-related brain activity as computationally-informed prospective predictors of substance use in emerging adulthood.

Authors:  Alexander S Weigard; Sarah J Brislin; Lora M Cope; Jillian E Hardee; Meghan E Martz; Alexander Ly; Robert A Zucker; Chandra Sripada; Mary M Heitzeg
Journal:  Psychopharmacology (Berl)       Date:  2021-06-25       Impact factor: 4.415

8.  Mechanisms of processing speed training and transfer effects across the adult lifespan: protocol of a multi-site cognitive training study.

Authors:  Claudia C von Bastian; Alice Reinhartz; Robert C Udale; Stéphanie Grégoire; Mehdi Essounni; Sylvie Belleville; Tilo Strobach
Journal:  BMC Psychol       Date:  2022-07-08

9.  Stability and Change in Diffusion Model Parameters over Two Years.

Authors:  Mischa von Krause; Stefan T Radev; Andreas Voss; Martin Quintus; Boris Egloff; Cornelia Wrzus
Journal:  J Intell       Date:  2021-05-12
  9 in total

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