Reader and case sample combinations needed for 0.80 power based on the data of:
Ely JW, Berbaum KS, Bergus GR, Thompson BH, Levy BT, Graber MA, Evans ER, Bedell DA, Fick DS. Diagnosing left lower lobe pneumonia: usefulness of the 'spine sign' on lateral chest radiographs. Journal of Family Practice 1996;43:242-8.
Readers: 6 board certified family physicians
Analysis 2 Cases: 43 patients with pneumonia and 'spine sign', 83 patients without pneumonia and spine sign.
Rating: probability of pneumonia on a 5-point scale (5=definite pneumonia)
Conditions: (1) only the PA view, (2) PA and Lateral views.
ROC Model = PropROC, Parameter = AUC,
AUCs = 0.891, 0.923, respectively.
Readers = 6, Cases = 126,
MS( Treatment*Reader ) = 0.11067224,
MS( Treatment*Case ) = 0.11576126,
MS( Treatment*Reader*Case ) = 0.07895497.
Given a number of readers are available, we compute the number of cases needed when treating readers and cases as random factors, when treating cases as a random factor and readers as a fixed factor, and treating readers as a random factor and cases as a fixed fracture.
AUC Difference = 0.03
|
Readers |
Readers
and Cases
Random |
Cases
Random |
Readers
Random |
|
3 |
. |
568 |
. |
|
4 |
. |
454 |
. |
|
5 |
. |
385 |
. |
|
6 |
. |
339 |
. |
|
7 |
. |
306 |
. |
|
8 |
1154 |
282 |
929 |
|
9 |
743 |
262 |
550 |
|
10 |
568 |
247 |
392 |
|
11 |
469 |
235 |
304 |
|
12 |
406 |
224 |
249 |
|
13 |
362 |
215 |
210 |
|
14 |
330 |
208 |
182 |
|
15 |
305 |
201 |
161 |
Note: Cells containing a period indicate that more than 2000 cases would be required.
AUC Difference = 0.05
|
Readers |
Readers
and Cases
Random |
Cases
Random |
Readers
Random |
|
3 |
. |
206 |
. |
|
4 |
. |
165 |
. |
|
5 |
394 |
140 |
416 |
|
6 |
242 |
124 |
222 |
|
7 |
183 |
112 |
152 |
|
8 |
151 |
103 |
116 |
|
9 |
131 |
96 |
94 |
|
10 |
117 |
91 |
79 |
|
11 |
107 |
86 |
68 |
|
12 |
99 |
82 |
60 |
|
13 |
93 |
79 |
53 |
|
14 |
88 |
76 |
48 |
|
15 |
84 |
74 |
44 |
AUC Difference = 0.10
|
Readers |
Readers
and Cases
Random |
Cases
Random |
Readers
Random |
|
3 |
219 |
53 |
363 |
|
4 |
80 |
43 |
93 |
|
5 |
53 |
37 |
53 |
|
6 |
41 |
33 |
37 |
|
7 |
35 |
30 |
28 |
|
8 |
30 |
28 |
23 |
|
9 |
27 |
26 |
20 |
|
10 |
25 |
25 |
20 |
|
11 |
24 |
23 |
20 |
|
12 |
22 |
22 |
20 |
|
13 |
21 |
22 |
20 |
|
14 |
20 |
21 |
20 |
|
15 |
20 |
20 |
20 |