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. 2024 Apr 9;56(7):6826–6861. doi: 10.3758/s13428-024-02395-3

Table 2.

Results of the stepwise regression of English Lexicon Project (ELP) Naming and Lexical Decision data, both reaction time (RT) and accuracy. Bolded values refer to R2 values, all other values refer to beta coefficients. *** p < 0.001, ** p < 0.01, * p < 0.05, ~ p < 0.10. RT = reaction time

Naming Lexical Decision
RT Accuracy RT Accuracy
Surface and lexical variables
Length 0.0455*** –0.0013 0.0108*** 0.0083***
Ortho_N – 0.0030** 0.0006* 0.0027** 0.0001
Phono_N – 0.0005 – 0.0003* 0.0017*** –0.0008**
Freq_N 0.0001 0.0000 0.0028** – 0.0008~
Freq_N_P 0.0005 – 0.0003 0.0034*** – 0.0008~
OLD 0.0425*** 0.0003 0.1002*** – 0.0281***
OLDF 0.0392*** – 0.0069*** 0.0286*** –0.0175***
PLD 0.0418*** –0.0067*** 0.0313*** – 0.0014
PLDF 0.0348*** – 0.0061*** 0.0286*** – 0.0155***
NSyll 0.0387*** – 0.0116*** 0.0706*** – 0.0149***
NMorph – 0.0916*** 0.0174*** – 0.0632*** 0.0317***
Phoneme_LgFreq 0.2153*** – 0.0110* – 0.0001 0.0132
Grapheme_LgFreq – 0.1526*** 0.0252*** – 0.0543*** 0.0174*
LgSUBTLWF – 0.1160*** 0.0219*** – 0.1766*** 0.0711***
Adjusted R2 0.4095 0.1765 0.5125 0.3338
Consistency variables
Phonographeme_LgFreq – 0.0757*** 0.0199*** – 0.0312*** 0.0160***
interaction with LgSUBTLWF 0.0086*** – 0.0049*** – 0.0041* – 0.0024**
Adjusted R2 0.4209 0.2024 0.5145 0.3365
R2 0.0114*** 0.0259*** 0.0021*** 0.0028***
Phonographeme p(P|G) – 0.0054 0.0041** – 0.0135* 0.0052~
interaction with LgSUBTLWF 0.0225*** – 0.0043*** 0.0028 0.0021*
Adjusted R2 0.4270 0.2083 0.5148 0.3369
R2 0.0061*** 0.0059*** 0.0003* 0.0004*
Onset/Rime p(P|G) – 0.0354*** 0.0058*** – 0.0122*** 0.0056***
interaction with LgSUBTLWF 0.0180*** – 0.0034*** 0.0006 – 0.0025~
Adjusted R2 0.4352 0.2140 0.5155 0.3379
R2 0.0082*** 0.0057*** 0.0007*** 0.0009***
Phonographeme p(G|P) 0.0318*** – 0.0087*** 0.0323*** – 0.0075**
interaction with LgSUBTLWF 0.0238*** – 0.0040*** 0.0063* 0.0007
Adjusted R2 0.4411 0.2206 0.5178 0.3384
R2 0.0059*** 0.0066*** 0.0023*** 0.0005*
Onset/Rime p(G|P) – 0.0086* 0.0001 – 0.0006 0.0010
interaction with LgSUBTLWF 0.0097** – 0.0018* 0.0045 – 0.0019
Adjusted R2 0.4417 0.2209 0.5178 0.3383
∆R2 0.0007** 0.0003~ 0.00001 – 0.00002