|
Primary Results Table 2: APP and SafeTRAC Outcomes
Descriptive Comparisons of Changes in Unweighted Means or Standard Deviations
| |
width="44">N |
No Feedback Mean |
Feedback Mean |
Difference Mean |
Difference SD |
Difference Min |
Difference Max |
Difference p-value |
| Outcome variables |
|
|
|
|
|
|
|
|
| PERCLOS during night hours mean |
16 |
6.65 |
5.03 |
-1.63 |
3.85 |
-10.52 |
2.80 |
0.112 |
| APP Driver's Alertness mean |
18 |
82.58 |
81.80 |
-0.78 |
1.94 |
-4.93 |
2.32 |
0.107 |
| APP Lateral distance standard deviation |
18 |
32.41 |
31.88 |
-0.53 |
2.74 |
-4.66 |
5.03 |
0.424 |
| APP Steering wheel movements SD |
19 |
3.21 |
2.31 |
-0.90 |
4.09 |
-14.24 |
3.95 |
0.349 |
| APP Front wheel movements SD |
14 |
3.27 |
3.05 |
-0.22 |
1.13 |
-3.58 |
1.09 |
0.485 |
| |
|
|
|
|
|
|
|
|
| Technical variables |
|
|
|
|
|
|
|
|
| Vehicle speed mean |
20 |
57.01 |
57.60 |
0.59 |
1.62 |
-2.68 |
3.72 |
0.119 |
| Engine rotation mean |
20 |
1478.3 |
1489.2 |
10.9 |
28.3 |
-34.0 |
74.5 |
0.103 |
| X acceleration mean |
20 |
0.136 |
0.118 |
-0.018 |
0.155 |
-0.586 |
0.329 |
0.603 |
| Y acceleration mean |
20 |
-0.126 |
-0.158 |
-0.032 |
0.151 |
-0.653 |
0.133 |
0.354 |
| Ambient light mean |
19 |
101.84 |
115.86 |
14.02 |
30.00 |
-20.90 |
123.04 |
0.057 |
Primary Results Table 3: APP and SafeTRAC Outcomes
Mixed Model ANOVA Comparisons Based on Doubly-Weighted Means or SD's
| |
width="44">N |
No Feedback Mean |
Feedback Mean |
Difference Mean |
Difference SE |
t-statistic |
Difference p-value |
| Outcome variables |
|
|
|
|
|
|
|
| PERCLOS during night hours mean |
16 |
6.58 |
4.99 |
-1.60 |
0.89 |
-1.79 |
0.094 |
| APP Driver's Alertness mean |
18 |
82.42 |
82.18 |
-0.24 |
0.47 |
-0.50 |
0.620 |
| APP Lateral distance standard deviation |
18 |
30.02 |
29.92 |
-0.10 |
0.78 |
-0.12 |
0.903 |
| APP Steering wheel movements SD |
19 |
2.75 |
1.97 |
-0.78 |
0.85 |
-0.92 |
0.372 |
| APP Front Wheel movements SD |
14 |
3.10 |
3.00 |
-0.09 |
0.26 |
-0.35 |
0.733 |
| |
|
|
|
|
|
|
|
| Technical variables |
|
|
|
|
|
|
|
| Vehicle speed mean |
20 |
57.79 |
58.12 |
0.33 |
0.28 |
1.18 |
0.252 |
| Engine rotation mean |
20 |
1488.7 |
1495.0 |
6.3 |
4.3 |
1.5 |
0.157 |
| X acceleration mean |
20 |
0.129 |
0.128 |
-0.001 |
0.036 |
-0.020 |
0.988 |
| Y acceleration mean |
20 |
-0.119 |
-0.180 |
-0.061 |
0.045 |
-1.350 |
0.192 |
| Ambient light mean |
19 |
106.53 |
114.25 |
7.73 |
4.49 |
1.72 |
0.103 |
| Notes: Mean values and difference in mean values are model-predicted least squares estimates. |
Primary Results Table 4: APP and SafeTRAC Outcomes
Descriptive Comparisons of Changes in Unweighted Medians or Interquartile Ranges
| |
N |
No Feedback Mean |
Feedback Mean |
Difference Mean |
Difference SD |
Difference Min |
Difference Max |
Difference p-value |
| Outcome variables |
|
|
|
|
|
|
|
|
| PERCLOS during night hours median |
16 |
3.88 |
3.00 |
-0.88 |
2.31 |
-7.00 |
3.00 |
0.150 |
| APP Driver's Alertness median |
18 |
83.78 |
82.39 |
-1.39 |
2.12 |
-6.00 |
1.00 |
0.013 |
| APP Lateral distance IQR |
18 |
31.56 |
31.22 |
-0.33 |
3.16 |
-6.00 |
6.00 |
0.660 |
| APP Steering wheel movements IQR |
19 |
3.89 |
2.89 |
-1.00 |
6.53 |
-22.00 |
10.00 |
0.513 |
| APP Front Wheel movements IQR |
14 |
4.21 |
3.71 |
-0.50 |
2.10 |
-6.00 |
2.00 |
0.390 |
| |
|
|
|
|
|
|
|
|
| Technical variables |
|
|
|
|
|
|
|
|
| Vehicle speed median |
20 |
60.70 |
60.95 |
0.25 |
1.11 |
-2.48 |
3.10 |
0.330 |
| header Engine rotation median |
20 |
1532.0 |
1538.0 |
6.0 |
19.6 |
-20.0 |
60.0 |
0.186 |
| X acceleration median |
20 |
0.129 |
0.109 |
-0.020 |
0.197 |
-0.740 |
0.440 |
0.664 |
| Y acceleration median |
20 |
-0.118 |
-0.157 |
-0.040 |
0.198 |
-0.860 |
0.160 |
0.384 |
| Ambient light median |
19 |
128.95 |
145.05 |
16.11 |
44.99 |
-3.00 |
149.00 |
0.136 |
Primary Results Table 5: APP and SafeTRAC Outcomes
Mixed Model ANOVA Comparisons Based on Doubly-Weighted Medians or IQR's
| |
N |
No Feedback Mean |
Feedback Mean |
Difference Mean |
Difference SE |
t-statistic |
Difference p-value |
| Outcome variables |
|
|
|
|
|
|
|
| PERCLOS during night hours median |
16 |
3.73 |
3.16 |
-0.57 |
0.41 |
-1.38 |
0.187 |
| APP Driver's Alertness median |
18 |
83.86 |
82.53 |
-1.33 |
0.41 |
-3.24 |
0.005 |
| APP Lateral distance IQR |
18 |
30.26 |
30.49 |
0.23 |
0.83 |
0.27 |
0.788 |
| APP Steering wheel movements IQR |
19 |
3.53 |
2.17 |
-1.36 |
1.25 |
-1.09 |
0.290 |
| APP Front Wheel movements IQR |
14 |
3.66 |
3.67 |
0.01 |
0.38 |
0.02 |
0.985 |
| |
|
|
|
|
|
|
|
| Technical variables |
|
|
|
|
|
|
|
| Vehicle speed median |
20 |
61.14 |
61.21 |
0.07 |
0.19 |
0.36 |
0.726 |
| Engine rotation median |
20 |
1537.8 |
1541.1 |
3.3 |
3.3 |
1.0 |
0.331 |
| X acceleration median |
20 |
0.121 |
0.122 |
0.001 |
0.046 |
0.020 |
0.985 |
| Y acceleration median |
20 |
-0.109 |
-0.186 |
-0.077 |
0.058 |
-1.330 |
0.199 |
| Ambient light median |
19 |
136.54 |
144.13 |
7.59 |
6.51 |
1.17 |
0.259 |
Notes: Mean values and difference in mean values are model-predicted least squares estimates.
Primary Results Table 6: Total Durations Used as Weighting Factors in Mixed Model ANOVA
| Outcomes |
PERCLOS Camera |
Lateral distance |
Driver's Alertness |
Steering wheel
movements |
Front Wheel
movements |
Vehicle speed |
Engine rotation |
X acceleration |
Y acceleration |
Ambient light |
Feedback
SID | No | Yes | No | Yes | No | Yes | No | Yes | No | Yes | No | Yes | No | Yes | No | Yes | No | Yes | No | Yes |
| 1 |
. |
. |
35.8 |
17.9 |
36.5 |
18.4 |
36.5 |
18.4 |
. |
. |
36.5 |
18.4 |
36.5 |
18.4 |
36.5 |
18.4 |
36.5 |
18.4 |
36.5 |
18.4 |
| 2 |
9.7 |
22.8 |
46.3 |
69.2 |
48.7 |
70.1 |
48.7 |
70.1 |
. |
. |
48.7 |
70.1 |
48.7 |
70.1 |
48.7 |
70.1 |
48.7 |
70.1 |
48.7 |
70.1 |
| 4 |
3.9 |
5.1 |
65.4 |
61.6 |
67.0 |
62.5 |
67.0 |
62.5 |
. |
. |
67.0 |
62.5 |
67.0 |
62.5 |
67.0 |
62.5 |
67.0 |
62.5 |
67.0 |
62.5 |
| 5 |
7.9 |
1.1 |
24.8 |
8.0 |
25.2 |
8.0 |
25.2 |
8.0 |
25.2 |
8.0 |
25.2 |
8.0 |
25.2 |
8.0 |
25.2 |
8.0 |
25.2 |
8.0 |
25.2 |
8.0 |
| 6 |
10.9 |
4.6 |
21.5 |
12.5 |
21.6 |
12.6 |
21.6 |
12.6 |
. |
. |
21.6 |
12.6 |
21.6 |
12.6 |
21.6 |
12.6 |
21.6 |
12.6 |
21.6 |
12.6 |
| 7 |
15.9 |
16.7 |
37.3 |
41.9 |
39.3 |
42.7 |
39.3 |
42.7 |
. |
. |
39.3 |
42.7 |
39.3 |
42.7 |
39.3 |
42.7 |
39.3 |
42.7 |
39.3 |
42.7 |
| 8 |
10.0 |
5.6 |
40.5 |
37.3 |
41.7 |
37.6 |
41.7 |
37.6 |
41.7 |
37.6 |
41.7 |
37.6 |
41.7 |
37.6 |
41.7 |
37.6 |
41.7 |
37.6 |
41.7 |
37.6 |
| 10 |
16.8 |
18.7 |
90.9 |
95.7 |
97.9 |
96.6 |
97.9 |
96.6 |
97.9 |
96.6 |
97.9 |
96.6 |
97.9 |
96.6 |
97.9 |
96.6 |
97.9 |
96.6 |
97.9 |
96.6 |
| 11 |
7.4 |
10.0 |
. |
. |
. |
. |
7.4 |
53.1 |
. |
. |
7.4 |
53.1 |
7.4 |
53.1 |
7.4 |
53.1 |
7.4 |
53.1 |
7.4 |
53.1 |
| 12 |
0.3 |
. |
4.8 |
21.9 |
4.8 |
22.0 |
4.8 |
22.0 |
4.8 |
22.0 |
4.8 |
22.0 |
4.8 |
22.0 |
4.8 |
22.0 |
4.8 |
22.0 |
4.8 |
22.0 |
| 13 |
. |
. |
. |
. |
. |
. |
50.4 |
47.1 |
50.4 |
47.1 |
50.4 |
47.1 |
50.4 |
47.1 |
50.4 |
47.1 |
50.4 |
47.1 |
. |
. |
| 15 |
10.5 |
11.7 |
67.0 |
73.4 |
68.3 |
75.2 |
68.3 |
75.2 |
68.3 |
75.2 |
68.3 |
75.2 |
68.3 |
75.2 |
68.3 |
75.2 |
68.3 |
75.2 |
68.3 |
75.2 |
| 17 |
3.2 |
. |
23.3 |
8.6 |
23.6 |
8.6 |
23.6 |
8.6 |
23.6 |
8.6 |
23.6 |
8.6 |
23.6 |
8.6 |
23.6 |
8.6 |
23.6 |
8.6 |
23.6 |
8.6 |
| 18 |
30.8 |
8.4 |
121.8 |
55.3 |
126.8 |
59.1 |
126.8 |
59.1 |
126.8 |
59.1 |
126.8 |
59.1 |
126.8 |
59.1 |
126.8 |
59.1 |
126.8 |
59.1 |
126.8 |
59.1 |
| 19 |
3.3 |
1.5 |
7.6 |
7.1 |
7.7 |
7.2 |
7.7 |
7.2 |
7.7 |
7.2 |
7.7 |
7.2 |
7.7 |
7.2 |
7.7 |
7.2 |
7.7 |
7.2 |
7.7 |
7.2 |
| 21 |
18.1 |
28.3 |
63.9 |
71.2 |
64.4 |
72.6 |
64.4 |
72.6 |
64.4 |
72.6 |
64.4 |
72.6 |
64.4 |
72.6 |
64.4 |
72.6 |
64.4 |
72.6 |
64.4 |
72.6 |
| 22 |
8.6 |
13.7 |
59.9 |
55.1 |
64.9 |
57.2 |
64.9 |
57.2 |
64.9 |
57.2 |
64.9 |
57.2 |
64.9 |
57.2 |
64.9 |
57.2 |
64.9 |
57.2 |
64.9 |
57.2 |
| 23 |
1.1 |
2.6 |
5.5 |
7.7 |
5.7 |
7.9 |
. |
. |
5.7 |
7.9 |
5.7 |
7.9 |
5.7 |
7.9 |
5.7 |
7.9 |
5.7 |
7.9 |
5.7 |
7.9 |
| 25 |
8.3 |
15.8 |
33.4 |
46.4 |
34.2 |
47.6 |
34.2 |
47.6 |
34.2 |
47.6 |
34.2 |
47.6 |
34.2 |
47.6 |
34.2 |
47.6 |
34.2 |
47.6 |
34.2 |
47.6 |
| 26 |
30.3 |
11.5 |
75.3 |
27.8 |
81.1 |
28.3 |
81.1 |
28.3 |
81.1 |
28.3 |
81.1 |
28.3 |
81.1 |
28.3 |
81.1 |
28.3 |
81.1 |
28.3 |
81.1 |
28.3 |
| Mean |
10.9 |
11.1 |
45.8 |
39.9 |
47.7 |
40.8 |
48.0 |
43.5 |
49.8 |
41.1 |
45.9 |
41.7 |
45.9 |
41.7 |
45.9 |
41.7 |
45.9 |
41.7 |
45.6 |
41.4 |
Primary Results Table 7: APP and SafeTRAC Outcomes at Night
Descriptive Comparisons of Changes in Unweighted Means or Standard Deviations
| |
N |
No Feedback Mean |
Feedback Mean |
Difference Mean |
Difference SD |
Difference Min |
Difference Max |
Difference p-value |
| Outcome variables |
|
|
|
|
|
|
|
|
| PERCLOS during night hours mean |
16 |
6.65 |
5.03 |
-1.63 |
3.85 |
-10.52 |
2.80 |
0.112 |
| APP Driver's Alertness mean |
15 |
78.82 |
78.94 |
0.13 |
3.68 |
-6.52 |
7.12 |
0.894 |
| APP Lateral distance standard deviation |
15 |
33.71 |
32.13 |
-1.58 |
4.62 |
-12.14 |
4.49 |
0.207 |
| APP Steering wheel movements SD |
15 |
1.86 |
1.78 |
-0.09 |
1.36 |
-4.55 |
1.35 |
0.811 |
| APP Front Wheel movements SD |
11 |
3.06 |
2.73 |
-0.33 |
1.20 |
-3.47 |
1.11 |
0.381 |
| |
|
|
|
|
|
|
|
|
| Technical variables |
|
|
|
|
|
|
|
|
| Vehicle speed mean |
16 |
57.63 |
57.72 |
0.09 |
2.17 |
-3.92 |
4.41 |
0.868 |
| Engine rotation mean |
16 |
1487.041 |
1488.819 |
1.779 |
34.621 |
-50.558 |
65.573 |
0.840 |
| X acceleration mean |
16 |
0.162 |
0.135 |
-0.027 |
0.199 |
-0.686 |
0.345 |
0.593 |
| Y acceleration mean |
16 |
-0.176 |
-0.217 |
-0.041 |
0.179 |
-0.690 |
0.156 |
0.372 |
| Ambient light mean |
16 |
3.45 |
5.19 |
1.74 |
3.97 |
-3.57 |
13.92 |
0.100 |
Primary Results Table 8: APP and SafeTRAC Outcomes at Night
Mixed Model ANOVA Comparisons Based on Doubly-Weighted Means or SD's
| |
N |
No Feedback Mean |
Feedback Mean |
Difference Mean |
Difference SE |
t-statistic |
Difference p-value |
| Outcome variables |
|
|
|
|
|
|
|
| PERCLOS during night hours mean |
16 |
6.58 |
4.99 |
-1.60 |
0.89 |
-1.79 |
0.094 |
| APP Driver's Alertness mean |
15 |
79.27 |
79.33 |
0.06 |
0.96 |
0.07 |
0.948 |
| APP Lateral distance standard deviation |
15 |
31.95 |
30.17 |
-1.78 |
1.25 |
-1.42 |
0.178 |
| APP Steering wheel movements SD |
15 |
1.69 |
1.81 |
0.13 |
0.21 |
0.63 |
0.542 |
| APP Front Wheel movements SD |
11 |
2.96 |
2.83 |
-0.13 |
0.29 |
-0.44 |
0.671 |
| |
|
|
|
|
|
|
|
| Technical variables |
|
|
|
|
|
|
|
| Vehicle speed mean |
16 |
57.71 |
57.94 |
0.23 |
0.45 |
0.51 |
0.621 |
| Engine rotation mean |
16 |
1487.350 |
1492.620 |
5.271 |
7.524 |
0.700 |
0.494 |
| X acceleration mean |
16 |
0.162 |
0.133 |
-0.029 |
0.049 |
-0.600 |
0.560 |
| Y acceleration mean |
16 |
-0.169 |
-0.223 |
-0.054 |
0.049 |
-1.100 |
0.290 |
| Ambient light mean |
16 |
3.47 |
5.67 |
2.19 |
0.88 |
2.49 |
0.025 |
Primary Results Table 9: APP and SafeTRAC Outcomes at Night
Descriptive Comparisons of Changes in Unweighted Medians or Interquartile Ranges
| |
N |
No Feedback Mean |
Feedback Mean |
Difference Mean |
Difference SD |
Difference Min |
Difference Max |
Difference p-value |
| Outcome variables |
|
|
|
|
|
|
|
|
| PERCLOS during night hours median |
16 |
3.88 |
3.00 |
-0.88 |
2.31 |
-7.00 |
3.00 |
0.150 |
| APP Driver's Alertness median |
15 |
79.13 |
79.60 |
0.47 |
4.70 |
-8.00 |
8.00 |
0.707 |
| APP Lateral distance IQR |
15 |
33.33 |
32.53 |
-0.80 |
5.54 |
-14.00 |
6.00 |
0.585 |
| APP Steering wheel movements IQR |
15 |
2.20 |
1.93 |
-0.27 |
1.67 |
-5.00 |
2.00 |
0.546 |
| APP Front Wheel movements IQR |
11 |
3.64 |
3.00 |
-0.64 |
2.38 |
-7.00 |
2.00 |
0.396 |
| |
|
|
|
|
|
|
|
|
| Technical variables |
|
|
|
|
|
|
|
|
| Vehicle speed median |
16 |
60.61 |
60.45 |
-0.16 |
2.21 |
-6.20 |
5.58 |
0.783 |
| Engine rotation median |
16 |
1532.500 |
1530.000 |
-2.500 |
29.098 |
-60.000 |
80.000 |
0.736 |
| X acceleration median |
16 |
0.151 |
0.131 |
-0.021 |
0.226 |
-0.750 |
0.450 |
0.720 |
| Y acceleration median |
16 |
-0.168 |
-0.214 |
-0.047 |
0.223 |
-0.860 |
0.170 |
0.413 |
| Ambient light median |
16 |
0.50 |
3.19 |
2.69 |
5.20 |
0.00 |
15.00 |
0.056 |
Primary Results Table 10: APP and SafeTRAC Outcomes at Night
Mixed Model ANOVA Comparisons Based on Doubly-Weighted Medians or IQR's
| |
N |
No Feedback Mean |
Feedback Mean |
Difference Mean |
Difference SE |
t-statistic |
Difference p-value |
| Outcome variables |
|
|
|
|
|
|
|
| PERCLOS during night hours median |
16 |
3.73 |
3.16 |
-0.57 |
0.41 |
-1.38 |
0.187 |
| APP Driver's Alertness median |
15 |
79.68 |
80.20 |
0.52 |
1.20 |
0.43 |
0.672 |
| APP Lateral distance IQR |
15 |
32.55 |
31.30 |
-1.25 |
1.48 |
-0.84 |
0.413 |
| APP Steering wheel movements IQR |
15 |
2.05 |
2.27 |
0.22 |
0.28 |
0.77 |
0.455 |
| APP Front Wheel movements IQR |
11 |
3.54 |
3.36 |
-0.18 |
0.53 |
-0.34 |
0.739 |
| |
|
|
|
|
|
|
|
| Technical variables |
|
|
|
|
|
|
|
| Vehicle speed median |
16 |
60.71 |
60.79 |
0.08 |
0.39 |
0.22 |
0.832 |
| Engine rotation median |
16 |
1531.270 |
1532.890 |
1.619 |
6.251 |
0.260 |
0.799 |
| X acceleration median |
16 |
0.150 |
0.127 |
-0.023 |
0.055 |
-0.420 |
0.684 |
| Y acceleration median |
16 |
-0.160 |
-0.223 |
-0.063 |
0.060 |
-1.050 |
0.311 |
| Ambient light median |
16 |
0.71 |
3.95 |
3.24 |
1.24 |
2.61 |
0.020 |
Primary Results Table 11: Total Durations Used as Weighting Factors in Mixed Model ANOVA for Night Outcomes
| Outcomes |
PERCLOS Camera |
Lateral distance |
Driver's Alertness |
Steering wheel
movements |
Front Wheel
movements |
Vehicle speed |
Engine rotation |
X acceleration |
Y acceleration |
Ambient light |
Feedback
SID | No | Yes | No | Yes | No | Yes | No | Yes | No | Yes | No | Yes | No | Yes | No | Yes | No | Yes | No | Yes |
| 2 |
9.7 |
22.8 |
9.1 |
22.4 |
9.7 |
22.8 |
9.7 |
22.8 |
. |
. |
9.7 |
22.8 |
9.7 |
22.8 |
9.7 |
22.8 |
9.7 |
22.8 |
9.7 |
22.8 |
| 4 |
3.9 |
5.1 |
3.2 |
4.9 |
3.9 |
5.1 |
3.9 |
5.1 |
. |
. |
3.9 |
5.1 |
3.9 |
5.1 |
3.9 |
5.1 |
3.9 |
5.1 |
3.9 |
5.1 |
| 5 |
7.9 |
1.1 |
7.8 |
1.1 |
7.9 |
1.1 |
7.9 |
1.1 |
7.9 |
1.1 |
7.9 |
1.1 |
7.9 |
1.1 |
7.9 |
1.1 |
7.9 |
1.1 |
7.9 |
1.1 |
| 6 |
10.9 |
4.6 |
10.9 |
4.6 |
10.9 |
4.6 |
10.9 |
4.6 |
. |
. |
10.9 |
4.6 |
10.9 |
4.6 |
10.9 |
4.6 |
10.9 |
4.6 |
10.9 |
4.6 |
| 7 |
15.9 |
16.7 |
15.4 |
16.3 |
15.9 |
16.7 |
15.9 |
16.7 |
. |
. |
15.9 |
16.7 |
15.9 |
16.7 |
15.9 |
16.7 |
15.9 |
16.7 |
15.9 |
16.7 |
| 8 |
10.0 |
5.6 |
9.9 |
5.5 |
10.0 |
5.6 |
10.0 |
5.6 |
10.0 |
5.6 |
10.0 |
5.6 |
10.0 |
5.6 |
10.0 |
5.6 |
10.0 |
5.6 |
10.0 |
5.6 |
| 10 |
16.8 |
18.7 |
16.5 |
18.3 |
16.8 |
18.7 |
16.8 |
18.7 |
16.8 |
18.7 |
16.8 |
18.7 |
16.8 |
18.7 |
16.8 |
18.7 |
16.8 |
18.7 |
16.8 |
18.7 |
| 11 |
7.4 |
10.0 |
. |
. |
. |
. |
7.4 |
10.0 |
. |
. |
7.4 |
10.0 |
7.4 |
10.0 |
7.4 |
10.0 |
7.4 |
10.0 |
7.4 |
10.0 |
| 12 |
0.3 |
. |
0.3 |
. |
0.3 |
. |
0.3 |
. |
0.3 |
. |
0.3 |
. |
0.3 |
. |
0.3 |
. |
0.3 |
. |
0.3 |
. |
| 15 |
10.5 |
11.7 |
10.3 |
11.3 |
10.5 |
11.7 |
10.5 |
11.7 |
10.5 |
11.7 |
10.5 |
11.7 |
10.5 |
11.7 |
10.5 |
11.7 |
10.5 |
11.7 |
10.5 |
11.7 |
| 17 |
3.2 |
. |
3.1 |
. |
3.2 |
. |
3.2 |
. |
3.2 |
. |
3.2 |
. |
3.2 |
. |
3.2 |
. |
3.2 |
. |
3.2 |
. |
| 18 |
30.8 |
8.4 |
30.0 |
8.1 |
30.8 |
8.4 |
30.8 |
8.4 |
30.8 |
8.4 |
30.8 |
8.4 |
30.8 |
8.4 |
30.8 |
8.4 |
30.8 |
8.4 |
30.8 |
8.4 |
| 19 |
3.3 |
1.5 |
3.3 |
1.4 |
3.3 |
1.5 |
3.3 |
1.5 |
3.3 |
1.5 |
3.3 |
1.5 |
3.3 |
1.5 |
3.3 |
1.5 |
3.3 |
1.5 |
3.3 |
1.5 |
| 21 |
18.1 |
28.3 |
18.0 |
28.1 |
18.1 |
28.3 |
18.1 |
28.3 |
18.1 |
28.3 |
18.1 |
28.3 |
18.1 |
28.3 |
18.1 |
28.3 |
18.1 |
28.3 |
18.1 |
28.3 |
| 22 |
8.6 |
13.7 |
8.5 |
13.3 |
8.6 |
13.7 |
8.6 |
13.7 |
8.6 |
13.7 |
8.6 |
13.7 |
8.6 |
13.7 |
8.6 |
13.7 |
8.6 |
13.7 |
8.6 |
13.7 |
| 23 |
1.1 |
2.6 |
1.0 |
2.6 |
1.1 |
2.6 |
. |
. |
1.1 |
2.6 |
1.1 |
2.6 |
1.1 |
2.6 |
1.1 |
2.6 |
1.1 |
2.6 |
1.1 |
2.6 |
| 25 |
8.3 |
15.8 |
8.1 |
15.6 |
8.3 |
15.8 |
8.3 |
15.8 |
8.3 |
15.8 |
8.3 |
15.8 |
8.3 |
15.8 |
8.3 |
15.8 |
8.3 |
15.8 |
8.3 |
15.8 |
| 26 |
30.3 |
11.5 |
29.5 |
11.4 |
30.3 |
11.5 |
30.3 |
11.5 |
30.3 |
11.5 |
30.3 |
11.5 |
30.3 |
11.5 |
30.3 |
11.5 |
30.3 |
11.5 |
30.3 |
11.5 |
| |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| Mean |
10.9 |
11.1 |
10.9 |
11.0 |
11.2 |
11.2 |
11.5 |
11.7 |
11.5 |
10.8 |
10.9 |
11.1 |
10.9 |
11.1 |
10.9 |
11.1 |
10.9 |
11.1 |
10.9 |
11.1 |
Primary Results Table 12: PVT Outcomes
Mixed Model ANOVA Predicted Mean Values by Condition and Time of Day
| |
|
Test for Time*FB Interaction ^ |
Day |
Evening |
Night |
Main Effects # |
| |
ICC & | No FB | FB | p-value | No FB | FB | p-value | No FB | FB | p-value | FB | TOD |
| Total trials among 20 drivers |
|
|
98 |
80 |
|
109 |
84 |
|
73 |
53 |
|
|
|
| Primary Variables |
|
|
|
|
|
|
|
|
|
|
|
|
|
| Raw lapses (RT>500 ms) |
0.473 |
0.009 |
1.95 |
3.89 |
0.000 |
1.66 |
2.30 |
0.052 |
2.51 |
2.34 |
0.332 |
--- |
--- |
| Median response time |
0.709 |
0.051 |
246.8 |
257.8 |
0.003 |
245.3 |
254.0 |
0.009 |
256.3 |
255.6 |
0.851 |
--- |
--- |
| Post test sleepiness |
0.289 |
0.039 |
5.57 |
5.92 |
0.826 |
6.56 |
6.16 |
0.608 |
7.56 |
6.18 |
0.009 |
--- |
--- |
| Secondary Variables |
|
|
|
|
|
|
|
|
|
|
|
|
|
| Transformed lapses |
0.508 |
0.059 |
2.57 |
3.30 |
0.002 |
2.32 |
2.60 |
0.103 |
2.71 |
2.66 |
0.453 |
--- |
--- |
| Mean fastest 10% RT's |
0.675 |
0.058 |
200.3 |
206.0 |
0.015 |
198.2 |
201.3 |
0.043 |
204.9 |
203.4 |
0.375 |
--- |
--- |
| Mean slowest 10% 1/RT's |
0.607 |
0.088 |
2.69 |
2.47 |
0.004 |
2.78 |
2.62 |
0.064 |
2.58 |
2.60 |
0.589 |
--- |
--- |
| Total response errors |
0.369 |
0.417 |
2.50 |
2.80 |
--- |
3.61 |
3.03 |
--- |
2.58 |
2.37 |
--- |
0.579 |
0.036 |
| Reciprocol RT slope |
0.121 |
0.806 |
-0.032 |
-0.037 |
--- |
-0.028 |
0.037 |
--- |
-0.040 |
-0.040 |
--- |
0.249 |
0.314 |
| Grand mean RT |
0.655 |
0.023 |
265.7 |
287.3 |
0.001 |
262.1 |
273.6 |
0.012 |
277.2 |
277.0 |
0.792 |
--- |
--- |
| RT standard deviation |
0.368 |
0.444 |
82.6 |
111.5 |
--- |
76.2 |
87.2 |
--- |
91.2 |
103.7 |
--- |
0.016 |
0.104 |
| RT distribution asymmetry |
0.195 |
0.592 |
0.216 |
0.225 |
--- |
0.209 |
0.205 |
--- |
0.208 |
0.202 |
--- |
0.954 |
0.186 |
| Pre test sleepiness |
0.429 |
0.019 |
5.49 |
5.80 |
0.878 |
6.31 |
5.78 |
0.389 |
7.22 |
5.64 |
0.017 |
--- |
--- |
Notes:
& ICC Intraclass correlation controlling for time of day and feedback condition.
^ Mixed model ANOVA test for interaction, if significant then feedback effects were assessed at each time of day interval.
# If interaction was not significant, it was removed and feedback and time of day effects were assessed as main effects. |
Table 13: SleepWatch Actigraphic and Sleep Management Model Variables
Mixed Model ANOVA Fixed Effects (Predicted Means and Differences in Means)
|
N |
No Feedback Mean |
Feedback Mean |
Difference Mean |
Difference SE |
t-statistic |
Difference p-value |
Prior Sleep |
20 |
387.83 |
392.33 |
4.50 |
9.03 |
0.500 |
0.6239 |
Sleep Episodes |
20 |
1.382 |
1.354 |
-0.028 |
0.041 |
-0.680 |
0.5017 |
AMS (Actigraph Movement Score) |
20 |
695.75 |
718.13 |
22.38 |
50.51 |
0.440 |
0.6627 |
Sleep Efficiency |
20 |
86.32 |
85.94 |
-0.38 |
1.25 |
-0.300 |
0.7642 |
Sleep Performance Model (Max) |
20 |
83.21 |
84.44 |
1.23 |
1.63 |
0.760 |
0.4591 |
Sleep Performance Model (Min) |
20 |
63.42 |
65.63 |
2.21 |
1.83 |
1.210 |
0.2409 |
Table 14: SleepWatch Actigraphic and Sleep Management Model Variables
Mixed Model ANOVA Fixed Effects (Predicted Means and Differences in Means)
|
σ 2 (driver) |
σ 2 (residual) |
σ 2 (total) |
ICC |
p-value |
Prior Sleep |
2630.5 |
815.5 |
3446.0 |
0.763 |
0.004 |
Sleep Episodes |
0.098 |
0.016 |
0.114 |
0.856 |
0.002 |
AMS (Actigraph Movement Score) |
86637.4 |
25515.1 |
112152.5 |
0.772 |
0.004 |
Sleep Efficiency |
7.6 |
15.7 |
23.2 |
0.326 |
0.088 |
Sleep Performance Model (Max) |
153.0 |
26.5 |
179.5 |
0.852 |
0.002 |
Sleep Performance Model (Min) |
125.4 |
33.3 |
158.7 |
0.790 |
0.003 |
Note: ICC is the proportion of total variance across drivers and days explained by systematic driver variance after removing variance explained by the no feedback and feedback conditions. |
Primary Results Table 15: Diary Data - Mean Cumulative Daily Duration Variables
Descriptive Comparisons of Changes in Means and Medians
| |
N |
No Feedback Mean |
Feedback Mean |
Difference Mean |
Difference SD |
Difference Min |
Difference Max |
Difference p-value |
| Means |
|
|
|
|
|
|
|
|
| Rest/Eating: Duration |
19 |
0.386 |
0.346 |
-0.040 |
0.411 |
-1.074 |
0.643 |
0.673 |
| Rest/Sleep: Duration |
19 |
0.505 |
0.574 |
0.069 |
1.396 |
-1.964 |
5.179 |
0.831 |
| Sleep/Nap out of vehicle: Duration |
19 |
1.735 |
1.774 |
0.039 |
1.235 |
-1.643 |
3.692 |
0.893 |
| Sleep/Nap in vehicle: Duration |
19 |
1.600 |
1.991 |
0.391 |
1.006 |
-1.151 |
2.581 |
0.108 |
| |
|
|
|
|
|
|
|
|
| Medians |
|
|
|
|
|
|
|
|
| Rest/Eating: Duration |
19 |
0.079 |
0.178 |
0.099 |
0.313 |
-0.500 |
1.000 |
0.187 |
| Rest/Sleep: Duration |
19 |
0.053 |
0.526 |
0.474 |
1.896 |
-1.000 |
8.000 |
0.291 |
| Sleep/Nap out of vehicle: Duration |
19 |
1.145 |
1.487 |
0.342 |
1.407 |
-0.750 |
6.000 |
0.303 |
| Sleep/Nap in vehicle: Duration |
19 |
1.178 |
1.849 |
0.671 |
3.120 |
-4.500 |
8.000 |
0.361 |
Primary Results Table 16: Diary Data - Mean Frequency per Day Variables
Descriptive Comparisons of Changes in Means and Medians
| |
N |
No Feedback Mean |
Feedback Mean |
Difference Mean |
Difference SD |
Difference Min |
Difference Max |
Difference p-value |
| Means |
|
|
|
|
|
|
|
|
| Rest/Eating: Frequency |
19 |
0.372 |
0.398 |
0.026 |
0.313 |
-0.462 |
0.733 |
0.726 |
| Rest/Sleep: Frequency |
19 |
0.170 |
0.123 |
-0.047 |
0.322 |
-0.913 |
0.643 |
0.531 |
| Sleep/Nap out of vehicle: Frequency |
19 |
0.261 |
0.267 |
0.006 |
0.161 |
-0.214 |
0.462 |
0.867 |
| Sleep/Nap in vehicle:Frequency |
19 |
0.363 |
0.418 |
0.055 |
0.275 |
-0.279 |
0.933 |
0.396 |
| |
|
|
|
|
|
|
|
|
| Medians |
|
|
|
|
|
|
|
|
| Rest/Eating: Frequency |
19 |
0.263 |
0.316 |
0.053 |
0.497 |
-1.000 |
1.000 |
0.650 |
| Rest/Sleep: Frequency |
19 |
0.079 |
0.105 |
0.026 |
0.424 |
-1.000 |
1.000 |
0.790 |
| Sleep/Nap out of vehicle: Frequency |
19 |
0.158 |
0.263 |
0.105 |
0.315 |
0.000 |
1.000 |
0.163 |
| Sleep/Nap out of vehicle: Frequency |
19 |
0.395 |
0.368 |
-0.026 |
0.539 |
-1.500 |
1.000 |
0.834 |
Comparison of U.S. and Canada Daily Diary conditions and activities
Table 17: Diary results showing mean proportion of days that various conditions and activities occurred in the 2-week driving periods of both the FEEDBACK and NO FEEDBACK conditions for both Study Phase 1 (Canada) and Study Phase 2 (U.S.).
Question |
Canada *
No Feedback |
Canada *
Feedback |
U.S. **
No Feedback |
U.S. **
Feedback |
Long delays for traffic |
13% |
11% |
3% |
1% |
Weather problems |
13% |
13% |
19% |
30% |
Slow moving on the road |
13% |
9% |
5% |
1% |
Traffic jams causing slowing |
16% |
14% |
1% |
2% |
Hilly roads causing slowing |
6% |
6% |
7% |
7% |
Considerable crosswinds |
14% |
19% |
8% |
6% |
Long wait for load assignment |
16% |
15% |
2% |
3% |
Rest break to hygiene/eating |
34% |
37% |
16% |
17% |
Duration of break for hygiene /eating (hours) |
0.39 h |
0.33 h |
0.06 h |
0.04 h |
Sleep/nap in truck sleeper berth ( Canada) or on seat ( U.S.) |
79% of drivers |
85% of drivers |
50% of drivers |
30% of drivers |
Duration of sleep/nap in vehicle (hours) |
1.60 h |
1.89 h |
0.12 h |
0.06 h |
Day off from driving |
20% |
22% |
33% |
27% |
Physical activity on day off work |
21% |
22% |
26% |
16% |
FMT got driver's attention |
20% |
25% |
20% |
25% |
Load and unload done by others |
29% |
29% |
3% |
3% |
Driver physically loads/unloads |
8% |
5% |
15% |
14% |
* Canada drivers operated single tractor-trailer units with sleeper berths. Approximately 26% of their driving was conducted during night.
** U.S. drivers operated tandem tractor-trailer units without sleeper berths. Approximately 93% of their driving was conducted during night.
|