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  Multilog: scoring individuals

Roche, Wainer, and Thissen (1975) calibrated 34 "indicators" (items) of skeletal maturity using Samejima's (1969) graded model; a description of the model and methods used is in Chapter V of that volume. The parameters of the data for the males are used here to "score" (estimate = skeletal age) using the following data in the file knee.dat:

  40 1 0.5 2112111111112111111111111111111111
  33 1 1.0 3113211111112122111111111111111111
  33 1 2.0 4333211111113122111111111111111111
  29 1 3.0 4543211111113122111111011111111111
  8 1 5.0 5553211211114222112111111111323111
  10 1 6.0 5553211211115322121111121111323011
  23 1 7.0 5553211311115322111001111111323011
  26 1 8.0 5553212221115322221001221111423211
  35 1 9.0 5553211321115422222111211111423111
10 1 12.0 5553212321115522222111222111523021
  23 1 14.0 5553210320115522022100220011523121
  24 1 16.0 5553222323105522222222222221523222
  46 1 18.0 5553222323025522222202222202523224

The parameters for the 34 indicators are in a file called knee.par. This file was produced by MULTILOG as a consequence of the inclusion of >SAVE among the commands in a (previous) calibration run. Note that the parameters in Roche et al. (1975) table (in which the thresholds are called and the slopes are called d) are in years, instead of the usual standard units, so the results appear in years.

The MULTILOG syntax file includes instructions to SCORE INDIVIDUAL data on the >PROBLEM command, as well as to use NO population distribution, because RWT skeletal ages are not normally computed using a population distribution. We also use CRITERION, which instructs MULTILOG to read the chronological age of each individual to use as a starting value for the iterative modal estimation procedure. The first ten characters (NCHARS=10) on each record are read as an identification field; using T-format, the age in that field is also read later as the CRITERION. The "test" has varying numbers of response categories for the 34 indicators, which are entered in the NC list on the >TEST command. The syntax file knee.mlg is shown below.

ESTIMATION OF SKELETAL MATURITY BY THE RWT (1975) METHOD
NEW COMMAND FORMAT
>PROBLEM SCORE, INDIVIDUAL, CRITERION, NEXAMINEES=13, NITEMS=34, NCHARS=10, DATA='KNEE.DAT';
>TEST ALL, GRADED, NC=(5,5,5,3,2,2,2,3,2,3,3,3,5,5,2(0)12,3,3,5,2,3,2,2,4);
>START ALL, FORMAT, PARAM='KNEE.PAR';
>SAVE;
>END;
6
123450
1111111111111111111111111111111111
2222222222222222222222222222222222
3333333333333333333333333333333333
4444444444444444444444444444444444
5555555555555555555555555555555555
0000000000000000000000000000000000
(10A1,1X,34A1,T7,F4.0)

The RWT estimates of skeletal age are modal estimates of , labeled THETAHAT on the last page of the MULTILOG output. Their estimated standard errors, the number of iterations required to compute each, and the contents of the ID field are also printed there. When using MULTILOG, modal estimates of  are always computed in this way, in a subsequent run after the item parameters have been estimated. Frequently, several item analysis runs are required with a set of item-response data before a satisfactory?set of item parameters are obtained; only then is it useful to score the individuals. Selected output for this run follows. Only items 1, 4, and 5 are shown.

ESTIMATION OF SKELETAL MATURITY BY THE RWT (1975) METHOD

DATA PARAMETERS:
  NUMBER OF COMMANDS IN THE DATA FILE:  13
  NUMBER OF CATEGORICAL-RESPONSE ITEMS: 34
  NUMBER OF CONTINUOUS-RESPONSE ITEMS, AND/OR GROUPS:  0
  TOTAL NUMBER OF "ITEMS" (INCLUDING GROUPS): 34
  NUMBER OF CHARACTERS IN ID FIELDS: 10
  MAXIMUM NUMBER OF RESPONSE-CODES FOR ANY ITEM: 6
  THE MISSING VALUE CODE FOR CONTINUOUS DATA: 9.0000
  EXTERNAL CRITERION VALUES WILL BE READ

  THE DATA WILL BE STORED IN MEMORY

ESTIMATION PARAMETERS:
  MODAL THETAS WILL BE ESTIMATED

OUTPUT-CONTROL PARAMETERS
  THE MODAL THETAS WILL BE SAVED ON FILE <jobname>.SCO

ESTIMATION OF SKELETAL MATURITY BY THE RWT (1975) METHOD

READING DATA...

KEY-

 CODE    CATEGORY

  1        1111111111111111111111111111111111
  2        2222222222222222222222222222222222
  3        3333333333333333333333333333333333
  4        4444444444444444444444444444444444
  5        5555555555555555555555555555555555
  0        0000000000000000000000000000000000

FORMAT FOR DATA-
(10A1,1X,34A1,T7,F4.0)

FIRST OBSERVATION AS READ-
ID  40 1 0.5
ITEMS 2112111111112111111111111111111111
WT/CR      0.50

SCORING DATA...

  THETAHAT     S.E.   ITER     ID FIELD
       -2.306    0.432      5      40 1 0.5
       -1.730    0.386      3      33 1 1.0
       -1.352    0.361      4      33 1 2.0
       -1.243    0.367      4       29 1 3.0
       -0.507    0.328      4       8 1 5.0
       -0.276    0.331      4       10 1  6.0
       -0.340    0.346      4       23 1 7.0
        0.376    0.337      3       26 1  8.0
        0.155    0.330      4       35 1  9.0
        0.814    0.358      3       10 1 12.0
        1.012    0.397      3        23 1 14.0
        1.963    0.422      4      24 1 16.0
        2.383    0.465      6       46 1 18.0

 

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