Biomedical Engineering Reference
In-Depth Information
Table 7.2 Regression analysis and goodness-of-fit statistics for stage groupings versus MMAD
Coefficient
of determination,
R 2 (%)
OIP
filecode
Stage
grouping
RMSE/b
(μm)
Product type
Slope ( b )
RMSE
w9k201
HFA suspension MDI
>9.0
22.1
4.69
48.2
0.212
9.0-4.7
12.3
1.28
79.4
0.104
4.7-2.1
−2.93
2.56
5.2
−0.874
<2.1
−2.81
0.986
25.5
−0.351
w9j901
HFA suspension MDI
>9.0
3.25
5.72
0.5
1.760
9.0-3.3
8.57
0.624
74.5
0.073
3.3-1.1
11.3
3.55
13.6
0.314
<1.1
0.096
0.767
0.0
7.990
w9j801
HFA solution MDI
>9.0
21.8
9.04
33.9
0.415
9.0-3.3
5.21
1.08
67.0
0.207
3.3-1.1
2.53
6.10
1.0
2.411
<1.1
−24.1
3.28
82.5
−0.136
w9jk01
DPI
>8.6
−9.98
6.09
2.8
−0.610
8.6-4.4
8.58
0.733
59.2
0.085
4.4-1.1
13.1
4.42
8.5
0.337
<1.1
0.391
0.960
0.2
2.455
w9k901
DPI
>8.6
0.990
5.85
0.2
5.909
8.6-4.4
18.0
1.43
91.8
0.079
4.4-1.1
−10.2
3.47
37.7
−0.340
<1.1
−1.34
0.43
13.4
−0.317
w9j601
CFC suspension MDI
>9.0
2.02
8.93
0.1
4.421
9.0-4.7
2.30
0.376
50.1
0.163
4.7-1.1
0.09
4.03
0.0
44.778
<1.1
−1.71
0.413
31.5
−0.242
w9k001
CFC suspension MDI
>10
11.3
3.78
12.0
0.335
10-4.7
14.9
1.52
59.4
0.102
4.7-2.1
−2.68
3.49
0.9
−1.302
<2.1
−9.54
1.02
57.1
−0.107
w9kw01
CFC suspension MDI
>10
7.62
2.97
10.6
0.390
10-4.7
9.65
1.01
62.3
0.105
4.7-2.1
5.68
3.19
5.4
0.562
<2.1
−18.0
1.29
77.9
−0.072
particular data set. The RMSE/b values for both DPIs indicate that the LPM / SPM
ratio is about average in performance with respect to detecting changes in MMAD .
Based on these considerations, Tougas et al . came to the conclusion that the RMSE/b
statistic is believed to be the better predictor of the relative performance of the
LPM / SPM ratio among the product types surveyed.
In contrast, the performance of regressions of stage groupings versus MMAD
reported in Table 7.2 was significantly inferior with respect to this statistic. The results
in Table 7.2 are believed to reflect the performance of the current practice of construct-
ing stage groupings based on empirical inspection. Besides exhibiting inferior correlation
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