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Should the Simple View of Reading Include a Fluency Component?

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Abstract

The Simple View of Reading states that reading comprehension is the product of word recognition and listening comprehension. Whereas much research has focused on word recognition accuracy, recent attention has been directed toward word recognition fluency. The current study investigated whether a separate fluency component should be added to the Simple View of Reading. A battery of reading and language measures was administered to 604 children in second, fourth, and eighth grades. Approximately half these children had language and/or nonverbal cognitive impairments in kindergarten, but weighting procedures were used to reduce the potential bias this sampling characteristic may have entailed. Structural equation modeling was used to determine whether fluency accounted for unique variance in reading comprehension after controlling for word recognition accuracy and listening comprehension. Individual profile analyses were conducted to determine the number of individual participants who␣had poor fluency in the spite of good word recognition accuracy and listening comprehension. Results showed that fluency did not account for unique variance in reading␣comprehension and that few individuals had problems in fluency separate from word recognition accuracy or listening comprehension. Thus, it does not appear that a separate fluency component should be added to the Simple View of Reading.

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Acknowledgements

This research was supported by a grant from the National Institute of Deafness and Other Communication Disorders (1-P50-DC02726-04). Longitudinal data collection was provided by the following examiners: Paula Buckwalter, Connie Ferguson, Juanita Limas, Marlea O’Brien, Jodi Schwartz, and Amy Schminke. The authors would also like to thank Tiffany Hogan for help with earlier versions of this project and Chris Lorenzen for providing the figures for this manuscript.

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Correspondence to Suzanne M. Adlof.

Appendix

Appendix

Appendix 1. Variable names, weighted means, and weighted standard deviations.

 

Variable name

Mean

SD

1.

GORT-3: Accuracy—2nd grade

8.45

2.78

2.

WRMT-R: Word ID—2nd grade

103.60

19.25

3.

WRMT-R: Word Attack—2nd grade

94.08

16.91

4.

PPVT-R—2nd grade

100.41

15.96

5.

CELF-3: Listening to Paragraphs—2nd grade

19.62

4.61

6.

CELF-3: Concepts & Directions—2nd grade

9.62

2.95

7.

GORT-3: Rate—2nd grade

8.90

2.86

8.

DAB—2nd grade

9.99

2.76

9.

WRMT-R: Passage Comprehension—2nd grade

99.24

15.52

10.

GORT-3: Comprehension—2nd grade

9.07

3.55

11.

GORT-3: Accuracy—4th grade

7.96

3.67

12.

WRMT-R: Word ID—4th grade

96.82

15.62

13.

WRMT-R: Word Attack—4th grade

93.62

16.38

14.

PPVT-R—4th grade

102.14

15.53

15.

CELF-3: Listening to Paragraphs—4th grade

19.44

5.01

16.

CELF-3: Concepts & Directions—4th grade

9.63

3.16

17.

GORT-3: Rate: 4th grade

9.34

4.09

18.

TOWRE: Sight Words—4th grade

98.71

11.47

19.

TOWRE: Phonetic Decoding—4th grade

95.15

13.96

20.

DAB—4th grade

9.71

3.21

21.

WRMT-R: Passage Comprehension—4th grade

95.73

16.15

22.

GORT-3: Comprehension—4th grade

9.60

3.23

23.

GORT-3: Accuracy—8th grade

7.36

4.27

24.

WRMT-R: Word ID—8th grade

92.49

13.17

25.

WRMT-R: Word Attack—8th grade

93.75

14.95

26.

PPVT-R—8th grade

100.28

15.25

27.

QRI-2: Listening Comprehension—8th grade

7.00

4.11

28.

CELF-3: Concepts & Directions—8th grade

9.61

4.16

29.

GORT-3: Rate: 8th grade

10.95

5.27

30.

TOWRE: Sight Words—8th grade

98.09

11.89

31.

TOWRE: Phonetic Decoding—8th grade

91.34

14.23

32.

WRMT-R: Passage Comprehension—8th grade

95.48

16.63

33.

GORT-3: Comprehension—8th grade

9.25

4.29

34.

QRI-2: Reading Comprehension—8th grade

9.45

4.16

  1. Note: All analyses used z-scores based on weighted sample means and standard deviations. For most measures listed above, means and standard deviations are reported as standard scores. These scores were derived from national norms and are based on a normative scale with a mean of 10 or 100 and a standard deviation of 3 or 15. Raw scores are reported for CELF-3: Listening to Paragraphs and QRI-2 measures.

Appendix 2. Correlation matrix.

1

1.00

                                 

2

.69

1.00

                                

3

.64

.88

1.00

                               

4

.31

.52

.47

1.00

                              

5

.17

.37

.32

.63

1.00

                             

6

.37

.55

.51

.57

.57

1.00

                            

7

.84

.74

.67

.40

.31

.46

1.00

                           

8

.54

.72

.64

.57

.50

.60

.64

1.00

                          

9

.64

.89

.82

.55

.45

.62

.72

.73

1.00

                         

10

.51

.63

.56

.50

.45

.52

.61

.62

.66

1.00

                        

11

.63

.68

.62

.41

.30

.43

.65

.56

.65

.50

1.00

                       

12

.61

.90

.83

.49

.35

.54

.66

.68

.86

.58

.70

1.00

                      

13

.61

.82

.83

.38

.25

.46

.60

.60

.76

.51

.66

.87

1.00

                     

14

.35

.56

.50

.78

.65

.61

.46

.63

.58

.52

.46

.56

.46

1.00

                    

15

.18

.37

.30

.63

.63

.52

.31

.48

.43

.41

.28

.38

.27

.67

1.00

                   

16

.33

.54

.50

.54

.51

.69

.40

.53

.57

.46

.40

.54

.50

.58

.52

1.00

                  

17

.65

.77

.70

.48

.40

.49

.81

.67

.76

.59

.83

.76

.66

.52

.38

.45

1.00

                 

18

.60

.75

.68

.38

.32

.46

.70

.61

.73

.54

.65

.78

.69

.40

.28

.45

.80

1.00

                

19

.65

.79

.79

.39

.24

.41

.69

.59

.71

.50

.71

.81

.83

.42

.24

.44

.77

.73

1.00

               

20

.30

.54

.46

.54

.51

.53

.42

.64

.57

.46

.48

.56

.48

.62

.57

.51

.52

.45

.43

1.00

              

21

.54

.78

.71

.58

.47

.63

.62

.69

.83

.60

.65

.84

.74

.66

.48

.61

.72

.70

.68

.65

1.00

             

22

.30

.46

.38

.52

.54

.53

.37

.47

.51

.50

.41

.49

.39

.55

.54

.49

.42

.42

.34

.52

.55

1.00

            

23

.61

.72

.66

.46

.31

.48

.63

.59

.68

.53

.75

.73

.69

.52

.33

.50

.74

.63

.72

.50

.68

.41

1.00

           

24

.60

.82

.78

.50

.36

.53

.61

.66

.79

.57

.63

.90

.85

.58

.37

.54

.67

.72

.75

.55

.80

.52

.71

1.00

          

25

.57

.74

.76

.35

.19

.45

.55

.54

.69

.48

.60

.80

.86

.43

.23

.46

.59

.63

.76

.41

.68

.34

.65

.83

1.00

         

26

.40

.60

.52

.73

.58

.58

.47

.64

.61

.54

.48

.60

.50

.81

.63

.57

.53

.42

.43

.63

.66

.57

.56

.65

.45

1.00

        

27

.33

.47

.39

.54

.51

.47

.42

.57

.50

.48

.45

.48

.41

.62

.58

.46

.50

.38

.39

.59

.55

.47

.51

.47

.32

.67

1.00

       

28

.27

.45

.44

.44

.41

.64

.33

.47

.53

.41

.37

.50

.45

.48

.44

.66

.40

.44

.36

.45

.60

.47

.42

.54

.49

.49

.39

1.00

      

29

.62

.73

.66

.45

.38

.49

.74

.62

.73

.54

.70

.74

.64

.48

.38

.47

.84

.76

.72

.50

.70

.41

.78

.70

.60

.54

.51

.47

1.00

     

30

.55

.69

.64

.41

.34

.43

.65

.59

.68

.49

.62

.74

.65

.45

.31

.43

.75

.80

.71

.47

.70

.40

.66

.72

.61

.49

.43

.46

.82

1.00

    

31

.62

.77

.75

.37

.24

.43

.65

.60

.72

.50

.71

.82

.81

.46

.28

.46

.75

.72

.85

.48

.72

.37

.75

.79

.80

.48

.46

.45

.76

.75

1.00

   

32

.49

.70

.66

.58

.54

.65

.54

.64

.75

.60

.57

.73

.68

.65

.54

.62

.62

.60

.59

.64

.78

.60

.63

.79

.66

.70

.59

.62

.63

.64

.64

1.00

  

33

.18

.37

.30

.48

.51

.44

.29

.44

.40

.39

.34

.39

.35

.59

.55

.46

.37

.30

.28

.53

.52

.51

.42

.43

.27

.56

.62

.42

.37

.35

.37

.57

1.00

 

34

.35

.54

.46

.62

.57

.56

.40

.61

.57

.48

.41

.55

.45

.67

.62

.49

.47

.44

.39

.61

.60

.56

.46

.58

.39

.72

.72

.51

.51

.47

.44

.66

.59

1.00

 

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Adlof, S.M., Catts, H.W. & Little, T.D. Should the Simple View of Reading Include a Fluency Component?. Read Writ 19, 933–958 (2006). https://doi.org/10.1007/s11145-006-9024-z

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