Table 3.

Absolute correlation values of the ‘best’ independent variable within each subcategory with eight dependent variables including Semantic Decision, as well as rankings, over 471 words.

Variable Name	Group (Category)	Group (Subcategory)	Weighted_Overall_R	Weighted_Overall_Rank
Freq_SUBTLEXUS	General	Frequency	0.357	5
CD_SUBTLEXUS	General	Contextual Diversity	0.356	7
Fam_Glasgow	General	Familiarity	0.339	21
AoA_LWV	General	Age of Acquisition	0.361	4
Cumfreq_TASA	General	Frequency Trajactory	0.352	10
NLett	Orthographic	Orthographic Length	0.168	49
UnigramF_Avg_C_Log	Orthographic	Graphotactic Probabilities: Unigram	0.146	61
BigramF_Avg_C_Log	Orthographic	Graphotactic Probabilities: Bigram	0.143	64
TrigramF_Avg_C_Log	Orthographic	Graphotactic Probabilities: Trigram	0.134	68
Orth_N_Freq_L	Orthographic	Orthographic Neighborhood	0.181	47
NPhon	Phonological	Phonological Length	0.166	51
UniphonP_Un	Phonological	Phonotactic Probabilities: Uniphon	0.058	111
BiphonP_St	Phonological	Phonotactic Probabilities: Biphon	0.082	96
TriphonP_Un	Phonological	Phonotactic Probabilities: Triphon	0.063	109
PLD20	Phonological	Phonological Neighborhood	0.160	53
Imag_Glasgow	Semantic	Concreteness/Imageability	0.266	28
Nsenses_WordNet	Semantic	Polysemy	0.155	54
Mink_Perceptual_Lanc	Semantic	Specific Semantic Features	0.275	26
Valence_Warr	Semantic	Affect	0.133	70
Assoc_Freq_Token123	Semantic	Semantic Neighborhood	0.349	11
Phonographic_N	Orth-Phon	Phonographic Neighborhood	0.127	74
Consistency_Token_FF_R	Orth-Phon	Consistency	0.114	80
NMorph	Morphology	Morphological Length	0.019	133
ROOT1_Freq_HAL	Morphology	Morphological Frequency	0.272	27
Word2Vec	Semantic	Vector Representation	0.567	1

Notes. Weighted_Overall_R indicates the overall weighted absolute correlation that gives equal weight to each task (visual lexical decision, auditory lexical decision, naming, recognition memory, and semantic decision). Weighted_Overall_Rank indicates the rank based on Weighted_Overall_R among all 130 variables.