Individual differences in visual and linguistic skills at the end of kindergarten (26 girls, 22 boys) were correlated with achievement in word decoding/encoding prior to formal reading instruction. The best combination of predictor variables for naming printed words was phonemic analysis + selective attention to letter information (RT) + memory for whole words (accuracy).
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Virginia W. Berninger (1985) studied this question.