Literature DB >> 20431690

Using diffusion models to understand clinical disorders.

Corey N White1, Roger Ratcliff, Michael W Vasey, Gail McKoon.   

Abstract

Sequential sampling models provide an alternative to traditional analyses of reaction times and accuracy in two-choice tasks. These models are reviewed with particular focus on the diffusion model (Ratcliff, 1978) and how its application can aide research on clinical disorders. The advantages of a diffusion model analysis over traditional comparisons are shown through simulations and a simple lexical decision experiment. Application of the diffusion model to a clinically-relevant topic is demonstrated through an analysis of data from nonclinical participants with high- and low-trait anxiety in a recognition memory task. The model showed that after committing an error, participants with high trait anxiety responded more cautiously by increasing their boundary separation, whereas participants with low trait anxiety did not. The article concludes with suggestions for ways to improve and broaden the application of these models to studies of clinical disorders.

Entities:  

Year:  2010        PMID: 20431690      PMCID: PMC2859713          DOI: 10.1016/j.jmp.2010.01.004

Source DB:  PubMed          Journal:  J Math Psychol        ISSN: 0022-2496            Impact factor:   2.223


  61 in total

1.  A comparison of two response time models applied to perceptual matching.

Authors:  T Van Zandt; H Colonius; R W Proctor
Journal:  Psychon Bull Rev       Date:  2000-06

2.  Selective processing of threat cues in posttraumatic stress disorder.

Authors:  R J McNally; S P Kaspi; B C Riemann; S B Zeitlin
Journal:  J Abnorm Psychol       Date:  1990-11

3.  A diffusion model analysis of the effects of aging in the lexical-decision task.

Authors:  Roger Ratcliff; Anjali Thapar; Pablo Gomez; Gail McKoon
Journal:  Psychol Aging       Date:  2004-06

4.  A comparison of sequential sampling models for two-choice reaction time.

Authors:  Roger Ratcliff; Philip L Smith
Journal:  Psychol Rev       Date:  2004-04       Impact factor: 8.934

5.  General slowing in semantic priming and word recognition.

Authors:  J Myerson; F R Ferraro; S Hale; S D Lima
Journal:  Psychol Aging       Date:  1992-06

Review 6.  The diffusion decision model: theory and data for two-choice decision tasks.

Authors:  Roger Ratcliff; Gail McKoon
Journal:  Neural Comput       Date:  2008-04       Impact factor: 2.026

7.  The EZ diffusion method: too EZ?

Authors:  Roger Ratcliff
Journal:  Psychon Bull Rev       Date:  2008-12

8.  Reducing depressive intrusions via a computerized cognitive bias modification of appraisals task: developing a cognitive vaccine.

Authors:  Tamara J Lang; Michelle L Moulds; Emily A Holmes
Journal:  Behav Res Ther       Date:  2008-11-27

9.  Proactive adjustments of response strategies in the stop-signal paradigm.

Authors:  Frederick Verbruggen; Gordon D Logan
Journal:  J Exp Psychol Hum Percept Perform       Date:  2009-06       Impact factor: 3.332

10.  Attentional retraining: a randomized clinical trial for pathological worry.

Authors:  Rebecca A Hazen; Michael W Vasey; Norman B Schmidt
Journal:  J Psychiatr Res       Date:  2008-08-22       Impact factor: 4.791

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  77 in total

1.  Evaluating the unequal-variance and dual-process explanations of zROC slopes with response time data and the diffusion model.

Authors:  Jeffrey J Starns; Roger Ratcliff; Gail McKoon
Journal:  Cogn Psychol       Date:  2011-11-11       Impact factor: 3.468

2.  Children are not like older adults: a diffusion model analysis of developmental changes in speeded responses.

Authors:  Roger Ratcliff; Jessica Love; Clarissa A Thompson; John E Opfer
Journal:  Child Dev       Date:  2011-12-21

3.  Comparing perceptual and preferential decision making.

Authors:  Gilles Dutilh; Jörg Rieskamp
Journal:  Psychon Bull Rev       Date:  2016-06

4.  Lesions to the left lateral prefrontal cortex impair decision threshold adjustment for lexical selection.

Authors:  Royce Anders; Stéphanie Riès; Leendert Van Maanen; F-Xavier Alario
Journal:  Cogn Neuropsychol       Date:  2017-03-01       Impact factor: 2.468

5.  Decomposing decision components in the stop-signal task: a model-based approach to individual differences in inhibitory control.

Authors:  Corey N White; Eliza Congdon; Jeanette A Mumford; Katherine H Karlsgodt; Fred W Sabb; Nelson B Freimer; Edythe D London; Tyrone D Cannon; Robert M Bilder; Russell A Poldrack
Journal:  J Cogn Neurosci       Date:  2014-01-09       Impact factor: 3.225

6.  Challenges and promises for translating computational tools into clinical practice.

Authors:  Woo-Young Ahn; Jerome R Busemeyer
Journal:  Curr Opin Behav Sci       Date:  2016-10-01

7.  Item-specific processing reduces false recognition in older and younger adults: Separating encoding and retrieval using signal detection and the diffusion model.

Authors:  Mark J Huff; Andrew J Aschenbrenner
Journal:  Mem Cognit       Date:  2018-11

8.  The drift diffusion model as the choice rule in reinforcement learning.

Authors:  Mads Lund Pedersen; Michael J Frank; Guido Biele
Journal:  Psychon Bull Rev       Date:  2017-08

9.  Action video games do not improve the speed of information processing in simple perceptual tasks.

Authors:  Don van Ravenzwaaij; Wouter Boekel; Birte U Forstmann; Roger Ratcliff; Eric-Jan Wagenmakers
Journal:  J Exp Psychol Gen       Date:  2014-06-16

Review 10.  Diffusion Decision Model: Current Issues and History.

Authors:  Roger Ratcliff; Philip L Smith; Scott D Brown; Gail McKoon
Journal:  Trends Cogn Sci       Date:  2016-03-05       Impact factor: 20.229

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