The research outlined in this proposal aims to use a methodologically novel combination of computational modeling and electrophysiology to produce a model of reading that simulates not just the behavioral signifiers that comprehension of text has taken place -- such as lexical decision -- but the actual brain processes that instantiate that comprehension itself -- such as the N400 ERP component or activation of the anterior temporal lobe. While many excellent models of reading already exist, not one of them is able to simulate any physiological results, in first part because it is difficult to reduce functional neuroimaging data sets down to parameters that are appropriate for computational simulation, and in second part because creating a model which incorporates neuroimaging data requires interdisciplinary expertise in both computational modeling and neuroimaging. The proposed research plan provides traction on both of these difficulties;the first by outlining a procedure for describing rich electrophysiological data in a manner tractable for computational simulation (e.g., mean amplitude over a time window), the second by bringing together Carnegie Mellon's excellence in computational modeling with the University of Illinois'noted strength in psychophysiological research. Reading is such an automatic and effortless skill in fluent readers that its complexity, and the serious consequences of its impairment, are often only noticed in dysfunction. Dyslexia can be acquired through brain damage or developed during education, and despite its prevalence s still not well understood.
This research aims at developing a model of reading based on recordings from reading brains-a model which can be used as the basis for targeted treatments of both developed and acquired dyslexia.
Laszlo, Sarah; Federmeier, Kara D (2014) Never Seem to Find the Time: Evaluating the Physiological Time Course of Visual Word Recognition with Regression Analysis of Single Item ERPs. Lang Cogn Process 29:642-661 |
Laszlo, Sarah; Stites, Mallory; Federmeier, Kara D (2012) Won't get fooled again: An event-related potential study of task and repetition effects on the semantic processing of items without semantics. Lang Cogn Process 27:257-274 |
Laszlo, Sarah; Plaut, David C (2012) A neurally plausible parallel distributed processing model of event-related potential word reading data. Brain Lang 120:271-81 |
Laszlo, Sarah; Federmeier, Kara D (2011) The N400 as a snapshot of interactive processing: Evidence from regression analyses of orthographic neighbor and lexical associate effects. Psychophysiology 48:176-86 |