124 K. Rastle, M. Brysbaert / Cognitive Psychology 53 (2006) 97–1452003), the whammy effect (Rastle & Coltheart, 1998), the position-sensitive Stroop effect(Bibi, Tzelgov, & Henik, 2000; Coltheart et al., 1999), the onset effect on masked <strong>prim<strong>in</strong>g</strong>(Forster & Davis, 1991; K<strong>in</strong>oshita, 2003), the position of bivalence effect (Havelka & Rastle,2005) and the length by lexicality <strong>in</strong>teraction (Weekes, 1997; see Rastle & Coltheart, <strong>in</strong>press <strong>for</strong> a review). No model of read<strong>in</strong>g that operates solely <strong>in</strong> parallel has been able toprovide any account of this body of <strong>effects</strong> (Rastle & Coltheart, <strong>in</strong> press; Rastle, Harr<strong>in</strong>gton,Coltheart, & Palethorpe, 2000). Thus, if this simulation of fast <strong>phonological</strong> <strong>prim<strong>in</strong>g</strong>is successful, then some other credible explanation <strong>for</strong> this substantial body of empirical<strong>effects</strong> would need to be developed.6.3.1. Parameter setSimulation 2 altered the standard set of parameters <strong>for</strong> lexical decision <strong>in</strong> two ways: (a)the GPC offset parameter (controll<strong>in</strong>g the time at which the assembly of phonologybeg<strong>in</strong>s) was changed from 10 cycles to 1 cycle; and (b) the GPC <strong>in</strong>ter-letter <strong>in</strong>terval parameter(controll<strong>in</strong>g the time elapsed between the process<strong>in</strong>g of each letter) was changed from17 cycles to 1 cycle. Although these changes do not yield fully parallel assembly of phonology,they do provide a very close approximation. The implementation of the DRCmodel made publicly available by Coltheart et al. (2001) does not allow these two parametersto be set to 0 cycles.6.3.2. ResultsWe carried out the analyses of total orthographic activation and of the activation oftarget orthographic units <strong>in</strong> the same manner as was reported <strong>in</strong> Simulation 1. Resultsaga<strong>in</strong> showed greater total orthographic activation produced by graphemic controls thanby <strong>phonological</strong> primes, although this difference was not statistically significant at 25cycles (M = .0156, t(111) = 1.47), 50 cycles (M = .1064, t(111) = 1.43), or 100cycles (M = .1744, t(111) = 1.57). Further, as <strong>in</strong> Simulation 1, results showed no difference<strong>in</strong> the extent to which <strong>phonological</strong> primes and graphemic controls activated targetorthographic units at 25 cycles (M = .0002, t < 1), 50 cycles (M = .0029, t < 1), or 100cycles (M = .0253, t(111) = 1.31).6.3.3. DiscussionSimulation 2 revealed that alter<strong>in</strong>g the DRC model such that it assembles phonologymore rapidly and <strong>in</strong> a near-parallel manner produces no real benefit <strong>in</strong> terms ofits ability to simulate a fast <strong>phonological</strong> <strong>prim<strong>in</strong>g</strong> effect. Phonological primes and graphemiccontrols yielded a statistically equivalent <strong>in</strong>fluence on both total orthographicactivation and activation of target orthographic units. As <strong>in</strong> Simulation 1, we exam<strong>in</strong>edthe cases <strong>in</strong> which <strong>phonological</strong> primes yielded more activation <strong>in</strong> target orthographicunits than did graphemic controls. At 25 cycles, 10/112 items yielded this pattern; at 50cycles, 18/112 items yielded this pattern; and at 100 cycles, 17/112 items yielded thispattern. Our analyses of these items revealed once aga<strong>in</strong> that the orthographic propertiesof primes determ<strong>in</strong>ed their <strong>in</strong>fluence on target orthographic units. Primes producedactivation <strong>in</strong> target orthographic units only when they were neighbors of their targets,and the direction of the <strong>prim<strong>in</strong>g</strong> effect (i.e., whether <strong>phonological</strong> primes or graphemiccontrols produced more activation <strong>in</strong> target orthographic units) depended upon theneighborhood sizes (or neighborhood frequencies) of the <strong>phonological</strong> primes and theirmatched graphemic controls.
K. Rastle, M. Brysbaert / Cognitive Psychology 53 (2006) 97–145 1256.4. Simulation 3We found it surpris<strong>in</strong>g that the DRC model tested <strong>in</strong> Simulation 2 yielded so littleimprovement <strong>in</strong> the model’s ability to capture <strong>phonological</strong> <strong>prim<strong>in</strong>g</strong> <strong>effects</strong> on lexicaldecision. To understand better the contribution that assembled phonology makes tothe <strong>in</strong><strong>for</strong>mation from which visual lexical decisions are made <strong>in</strong> the DRC model (giventhe standard parameter values controll<strong>in</strong>g the direct route to the orthographic lexicon),we conducted a third simulation <strong>in</strong> which we disabled the nonlexical<strong>phonological</strong> assembly procedure entirely. We did not, of course, expect to observea pattern resembl<strong>in</strong>g a <strong>phonological</strong> <strong>prim<strong>in</strong>g</strong> effect under these conditions. Our purposewas simply to compare per<strong>for</strong>mance under these conditions with per<strong>for</strong>mance<strong>in</strong> Simulations 1 and 2.6.4.1. Parameter setSimulation 3 altered the standard set of parameters <strong>for</strong> lexical decision (i.e., those used<strong>in</strong> Simulation 1) by reduc<strong>in</strong>g the GPC excitation parameter from 0.055 to 0.00.6.4.2. ResultsWe carried out the analyses of total orthographic activation and of the activationof target orthographic units <strong>in</strong> the same manner as was reported <strong>in</strong> Simulation 1.Results revealed greater total activation produced by graphemic controls than by <strong>phonological</strong>primes, although this difference was not significant at 25 cycles(M = .0156, t(111) = 1.47), 50 cycles (M = .1087, t(111) = 1.47), or 100 cycles(M = .1576, t(111) = 1.43). Further, results showed no difference <strong>in</strong> the extent towhich <strong>phonological</strong> primes and graphemic controls activated target orthographic unitsat 25 cycles (M = .0002, t < 1), 50 cycles (M = .0003, t < 1), or 100 cycles(M = .0119, t < 1).6.4.3. DiscussionAs expected, Simulation 3 revealed no evidence <strong>for</strong> a pattern of activation consistentwith a <strong>phonological</strong> <strong>prim<strong>in</strong>g</strong> effect. We exam<strong>in</strong>ed the cases <strong>in</strong> which <strong>phonological</strong>primes yielded more activation <strong>in</strong> target orthographic units than didgraphemic controls: At 25 cycles, 10/112 items yielded this pattern; at 50 cycles,13/112 items yielded this pattern; and at 100 cycles, 11/112 items yielded this pattern.As <strong>in</strong> Simulations 1 and 2, these items were neighbors of their target words,and had fewer neighbors (and neighbors of lower frequency) than their matchedgraphemic controls.By compar<strong>in</strong>g Simulations 1–3, we can observe that given the standard parameters controll<strong>in</strong>gthe strength of the direct route from pr<strong>in</strong>t to the orthographic lexicon, the assemblyof <strong>phonological</strong> <strong>in</strong><strong>for</strong>mation makes only a m<strong>in</strong>iscule contribution to the activation o<strong>for</strong>thographic lexical entries. The number of cases <strong>in</strong> which <strong>phonological</strong> primes yieldedmore activation <strong>in</strong> target orthographic units than did graphemic controls was only marg<strong>in</strong>allygreater <strong>in</strong> the model <strong>in</strong> which phonology was assembled rapidly and <strong>in</strong> a near-parallelmanner than <strong>in</strong> the model <strong>in</strong> which phonology was not assembled at all. Instead, whatdeterm<strong>in</strong>ed the activation of target orthographic units was largely the orthographic characteristicsof primes (e.g., their orthographic overlap with targets their neighborhoodstructures).
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