Trial Outcomes & Findings for Improving ADHD Teen Driving (NCT NCT02848092)

NCT ID: NCT02848092

Last Updated: 2023-03-03

Results Overview

Participants completed a simulated drive in a driving simulator with an integrated eye-tracking system. Participants completed two 15-minute drives. During each drive, participants engaged in 14 secondary tasks. The secondary task consisted of searching for streets on a GPS map and lasted for 30 seconds. Eye gaze was sampled continuously. Eye gaze data was summarized by calculating the number of extended (≥2 secs) glances away from the roadway during the 14 secondary task periods per drive. This was our primary outcome for visual behavior during driving. Descriptive estimates reflect averages across the 2 drives. However, for analyses, estimates for each drive were statistically modeled with a two-level drive variable.

Recruitment status

COMPLETED

Study phase

NA

Target enrollment

152 participants

Primary outcome timeframe

1-month post-training

Results posted on

2023-03-03

Participant Flow

Teens 16 to 19 years of age with ADHD who had a valid driver's license were recruited at the Cincinnati Children's Hospital Medical Center by means of radio, social media, and print advertisements.

Participant milestones

Participant milestones
Measure
FOCAL+Training
FOCAL+: Weekly for 5 weeks, teens complete a computer training program designed to train teens to limit the length of glances away from the roadway. On a computer, the top portion of the screen plays a simulated video drive while the bottom half of the screen contains a map. Teens complete tasks that require switching between the 2 halves of the screen. While doing so, they receive feedback regarding how long they are looking away from the driving portion of the screen. After each session of computerized FOCAL training, teens will complete up to five 5-minute simulated drives. During the drives, teens will be cued to a complete a visual search task which will require them to divert their gaze from the road. Eye tracking goggles will monitor eye glances and provide real time auditory feedback when a visual glance away from the roadway exceeds 2 secs.
Rules of the Road Training
Rules of The road: Weekly for 5 weeks, teens will perform computer-based training regarding traffic codes, laws, and rules of the road. After each computerized training, teens will complete up to five 5-minute drives. This time in the driving simulator will be contextualized as a time for them to practice the rules of the road they learned during training. Importantly, teens in the sham intervention group will complete the same distraction tasks but will NOT receive any feedback regarding their eye gaze during simulated driving.
1-month Post-training Follow-up
STARTED
76
76
1-month Post-training Follow-up
COMPLETED
64
71
1-month Post-training Follow-up
NOT COMPLETED
12
5
6-month Post-training Follow-up
STARTED
76
76
6-month Post-training Follow-up
COMPLETED
63
72
6-month Post-training Follow-up
NOT COMPLETED
13
4
12-month Naturalistic Driving
STARTED
76
76
12-month Naturalistic Driving
COMPLETED
73
74
12-month Naturalistic Driving
NOT COMPLETED
3
2

Reasons for withdrawal

Reasons for withdrawal
Measure
FOCAL+Training
FOCAL+: Weekly for 5 weeks, teens complete a computer training program designed to train teens to limit the length of glances away from the roadway. On a computer, the top portion of the screen plays a simulated video drive while the bottom half of the screen contains a map. Teens complete tasks that require switching between the 2 halves of the screen. While doing so, they receive feedback regarding how long they are looking away from the driving portion of the screen. After each session of computerized FOCAL training, teens will complete up to five 5-minute simulated drives. During the drives, teens will be cued to a complete a visual search task which will require them to divert their gaze from the road. Eye tracking goggles will monitor eye glances and provide real time auditory feedback when a visual glance away from the roadway exceeds 2 secs.
Rules of the Road Training
Rules of The road: Weekly for 5 weeks, teens will perform computer-based training regarding traffic codes, laws, and rules of the road. After each computerized training, teens will complete up to five 5-minute drives. This time in the driving simulator will be contextualized as a time for them to practice the rules of the road they learned during training. Importantly, teens in the sham intervention group will complete the same distraction tasks but will NOT receive any feedback regarding their eye gaze during simulated driving.
1-month Post-training Follow-up
Lost to Follow-up
8
3
1-month Post-training Follow-up
Adverse Event
2
1
1-month Post-training Follow-up
Withdrawal by Subject
1
0
1-month Post-training Follow-up
received new diagnosis of epilepsy
1
0
1-month Post-training Follow-up
fatigue
0
1
6-month Post-training Follow-up
Lost to Follow-up
9
3
6-month Post-training Follow-up
Adverse Event
1
1
6-month Post-training Follow-up
Withdrawal by Subject
1
0
6-month Post-training Follow-up
frustrated with task
1
0
6-month Post-training Follow-up
new diagnosis of epilepsy
1
0
12-month Naturalistic Driving
Did not have DriveCam installed in car
3
2

Baseline Characteristics

Improving ADHD Teen Driving

Baseline characteristics by cohort

Baseline characteristics by cohort
Measure
FOCAL+Training
n=76 Participants
FOCAL+: Weekly for 5 weeks, teens complete a computer training program designed to train teens to limit the length of glances away from the roadway. On a computer, the top portion of the screen plays a simulated video drive while the bottom half of the screen contains a map. Teens complete tasks that require switching between the 2 halves of the screen. While doing so, they receive feedback regarding how long they are looking away from the driving portion of the screen. After each session of computerized FOCAL training, teens will complete up to five 5-minute simulated drives. During the drives, teens will be cued to a complete a visual search task which will require them to divert their gaze from the road. Eye tracking goggles will monitor eye glances and provide real time auditory feedback when a visual glance away from the roadway exceeds 2 secs.
Rules of the Road Training
n=76 Participants
Rules of The road: Weekly for 5 weeks, teens will perform computer-based training regarding traffic codes, laws, and rules of the road. After each computerized training, teens will complete up to five 5-minute drives. This time in the driving simulator will be contextualized as a time for them to practice the rules of the road they learned during training. Importantly, teens in the sham intervention group will complete the same distraction tasks but will NOT receive any feedback regarding their eye gaze during simulated driving.
Total
n=152 Participants
Total of all reporting groups
Age, Continuous
17.3 years
STANDARD_DEVIATION 0.9 • n=5 Participants
17.5 years
STANDARD_DEVIATION 0.9 • n=7 Participants
17.4 years
STANDARD_DEVIATION 0.9 • n=5 Participants
Sex: Female, Male
Female
28 Participants
n=5 Participants
30 Participants
n=7 Participants
58 Participants
n=5 Participants
Sex: Female, Male
Male
48 Participants
n=5 Participants
46 Participants
n=7 Participants
94 Participants
n=5 Participants
Ethnicity (NIH/OMB)
Hispanic or Latino
1 Participants
n=5 Participants
3 Participants
n=7 Participants
4 Participants
n=5 Participants
Ethnicity (NIH/OMB)
Not Hispanic or Latino
75 Participants
n=5 Participants
72 Participants
n=7 Participants
147 Participants
n=5 Participants
Ethnicity (NIH/OMB)
Unknown or Not Reported
0 Participants
n=5 Participants
1 Participants
n=7 Participants
1 Participants
n=5 Participants
Race (NIH/OMB)
American Indian or Alaska Native
0 Participants
n=5 Participants
0 Participants
n=7 Participants
0 Participants
n=5 Participants
Race (NIH/OMB)
Asian
1 Participants
n=5 Participants
1 Participants
n=7 Participants
2 Participants
n=5 Participants
Race (NIH/OMB)
Native Hawaiian or Other Pacific Islander
0 Participants
n=5 Participants
0 Participants
n=7 Participants
0 Participants
n=5 Participants
Race (NIH/OMB)
Black or African American
6 Participants
n=5 Participants
4 Participants
n=7 Participants
10 Participants
n=5 Participants
Race (NIH/OMB)
White
65 Participants
n=5 Participants
69 Participants
n=7 Participants
134 Participants
n=5 Participants
Race (NIH/OMB)
More than one race
4 Participants
n=5 Participants
1 Participants
n=7 Participants
5 Participants
n=5 Participants
Race (NIH/OMB)
Unknown or Not Reported
0 Participants
n=5 Participants
1 Participants
n=7 Participants
1 Participants
n=5 Participants
Region of Enrollment
United States
76 participants
n=5 Participants
76 participants
n=7 Participants
152 participants
n=5 Participants
Number of Extended Glances Away from Roadway during Driving Simulation
21.5 number of long glances
STANDARD_DEVIATION 13.82 • n=5 Participants
23.1 number of long glances
STANDARD_DEVIATION 12.28 • n=7 Participants
22.43 number of long glances
STANDARD_DEVIATION 13.06 • n=5 Participants
Standard Deviation of Lateral Position during Driving Simulation
1.11 feet
STANDARD_DEVIATION .33 • n=5 Participants
1.20 feet
STANDARD_DEVIATION .31 • n=7 Participants
1.15 feet
STANDARD_DEVIATION .32 • n=5 Participants

PRIMARY outcome

Timeframe: 1-month post-training

Population: Missing data were handled with the use of 100 imputed data sets that were based on fully conditional specification imputation.

Participants completed a simulated drive in a driving simulator with an integrated eye-tracking system. Participants completed two 15-minute drives. During each drive, participants engaged in 14 secondary tasks. The secondary task consisted of searching for streets on a GPS map and lasted for 30 seconds. Eye gaze was sampled continuously. Eye gaze data was summarized by calculating the number of extended (≥2 secs) glances away from the roadway during the 14 secondary task periods per drive. This was our primary outcome for visual behavior during driving. Descriptive estimates reflect averages across the 2 drives. However, for analyses, estimates for each drive were statistically modeled with a two-level drive variable.

Outcome measures

Outcome measures
Measure
FOCAL+Training
n=76 Participants
FOCAL+: Weekly for 5 weeks, teens complete a computer training program designed to train teens to limit the length of glances away from the roadway. On a computer, the top portion of the screen plays a simulated video drive while the bottom half of the screen contains a map. Teens complete tasks that require switching between the 2 halves of the screen. While doing so, they receive feedback regarding how long they are looking away from the driving portion of the screen. After each session of computerized FOCAL training, teens will complete up to five 5-minute simulated drives. During the drives, teens will be cued to a complete a visual search task which will require them to divert their gaze from the road. Eye tracking goggles will monitor eye glances and provide real time auditory feedback when a visual glance away from the roadway exceeds 2 secs.
Rules of the Road Training
n=76 Participants
Rules of The road: Weekly for 5 weeks, teens will perform computer-based training regarding traffic codes, laws, and rules of the road. After each computerized training, teens will complete up to five 5-minute drives. This time in the driving simulator will be contextualized as a time for them to practice the rules of the road they learned during training. Importantly, teens in the sham intervention group will complete the same distraction tasks but will NOT receive any feedback regarding their eye gaze during simulated driving.
Number of Extended Glances Away From Roadway During Driving Simulation
16.5 number of long glances
Interval 14.0 to 19.1
28.0 number of long glances
Interval 26.0 to 30.2

PRIMARY outcome

Timeframe: 1-month post-training

Population: Missing data were handled with the use of 100 imputed data sets that were based on model-based imputation.

Participants completed a simulated drive in a driving simulator with an integrated eye-tracking system. Participants completed two 15-minute drives. During each drive, participants engaged in 14 secondary tasks. The secondary task consisted of searching for streets on a GPS map and lasted for 30 seconds. Lateral position was sampled continuously. Standard deviation of lane position was calculated for the 14 secondary task periods per drive. Estimates reflect averages across the 2 drives. However, for analyses, estimates for each drive were statistically modeled with a two-level drive variable.

Outcome measures

Outcome measures
Measure
FOCAL+Training
n=76 Participants
FOCAL+: Weekly for 5 weeks, teens complete a computer training program designed to train teens to limit the length of glances away from the roadway. On a computer, the top portion of the screen plays a simulated video drive while the bottom half of the screen contains a map. Teens complete tasks that require switching between the 2 halves of the screen. While doing so, they receive feedback regarding how long they are looking away from the driving portion of the screen. After each session of computerized FOCAL training, teens will complete up to five 5-minute simulated drives. During the drives, teens will be cued to a complete a visual search task which will require them to divert their gaze from the road. Eye tracking goggles will monitor eye glances and provide real time auditory feedback when a visual glance away from the roadway exceeds 2 secs.
Rules of the Road Training
n=76 Participants
Rules of The road: Weekly for 5 weeks, teens will perform computer-based training regarding traffic codes, laws, and rules of the road. After each computerized training, teens will complete up to five 5-minute drives. This time in the driving simulator will be contextualized as a time for them to practice the rules of the road they learned during training. Importantly, teens in the sham intervention group will complete the same distraction tasks but will NOT receive any feedback regarding their eye gaze during simulated driving.
Standard Deviation of Lateral Position During Driving Simulation
.98 feet
Interval 0.92 to 1.04
1.20 feet
Interval 1.14 to 1.25

PRIMARY outcome

Timeframe: 6-months post-training

Population: Missing data were handled with the use of 100 imputed data sets that were based on fully conditional specification imputation.

Participants completed a simulated drive in a driving simulator with an integrated eye-tracking system. Participants completed two 15-minute drives. During each drive, participants engaged in 14 secondary tasks. The secondary task consisted of searching for streets on a GPS map and lasted for 30 seconds. Eye gaze was sampled continuously. Eye gaze data was summarized by calculating the number of extended (≥2 secs) glances away from the roadway during the 14 secondary task periods per drive. This was our primary outcome for visual behavior during driving. Descriptive estimates reflect averages across the 2 drives. However, for analyses, estimates for each drive were statistically modeled with a two-level drive variable.

Outcome measures

Outcome measures
Measure
FOCAL+Training
n=76 Participants
FOCAL+: Weekly for 5 weeks, teens complete a computer training program designed to train teens to limit the length of glances away from the roadway. On a computer, the top portion of the screen plays a simulated video drive while the bottom half of the screen contains a map. Teens complete tasks that require switching between the 2 halves of the screen. While doing so, they receive feedback regarding how long they are looking away from the driving portion of the screen. After each session of computerized FOCAL training, teens will complete up to five 5-minute simulated drives. During the drives, teens will be cued to a complete a visual search task which will require them to divert their gaze from the road. Eye tracking goggles will monitor eye glances and provide real time auditory feedback when a visual glance away from the roadway exceeds 2 secs.
Rules of the Road Training
n=76 Participants
Rules of The road: Weekly for 5 weeks, teens will perform computer-based training regarding traffic codes, laws, and rules of the road. After each computerized training, teens will complete up to five 5-minute drives. This time in the driving simulator will be contextualized as a time for them to practice the rules of the road they learned during training. Importantly, teens in the sham intervention group will complete the same distraction tasks but will NOT receive any feedback regarding their eye gaze during simulated driving.
Number of Extended Glances Away From Roadway During Driving Simulation
15.7 number of long glances
Interval 13.2 to 18.2
27.0 number of long glances
Interval 24.9 to 29.1

PRIMARY outcome

Timeframe: 6-months post-training

Population: Missing data were handled with the use of 100 imputed data sets that were based on model-based imputation.

Participants completed a simulated drive in a driving simulator with an integrated eye-tracking system. Participants completed two 15-minute drives. During each drive, participants engaged in 14 secondary tasks. The secondary task consisted of searching for streets on a GPS map and lasted for 30 seconds. Lateral position was sampled continuously. Standard deviation of lane position was calculated for the 14 secondary task periods per drive. Estimates reflect averages across the 2 drives. However, for analyses, estimates for each drive were statistically modeled with a two-level drive variable.

Outcome measures

Outcome measures
Measure
FOCAL+Training
n=76 Participants
FOCAL+: Weekly for 5 weeks, teens complete a computer training program designed to train teens to limit the length of glances away from the roadway. On a computer, the top portion of the screen plays a simulated video drive while the bottom half of the screen contains a map. Teens complete tasks that require switching between the 2 halves of the screen. While doing so, they receive feedback regarding how long they are looking away from the driving portion of the screen. After each session of computerized FOCAL training, teens will complete up to five 5-minute simulated drives. During the drives, teens will be cued to a complete a visual search task which will require them to divert their gaze from the road. Eye tracking goggles will monitor eye glances and provide real time auditory feedback when a visual glance away from the roadway exceeds 2 secs.
Rules of the Road Training
n=76 Participants
Rules of The road: Weekly for 5 weeks, teens will perform computer-based training regarding traffic codes, laws, and rules of the road. After each computerized training, teens will complete up to five 5-minute drives. This time in the driving simulator will be contextualized as a time for them to practice the rules of the road they learned during training. Importantly, teens in the sham intervention group will complete the same distraction tasks but will NOT receive any feedback regarding their eye gaze during simulated driving.
Standard Deviation of Lateral Position During Driving Simulation
.98 feet
Interval 0.92 to 1.05
1.20 feet
Interval 1.14 to 1.27

SECONDARY outcome

Timeframe: 12 months

Population: These analyses were conducted in the as-treated population, which involved participants for whom data from the in-vehicle recording device were available. Three teens (1 in the intervention group and 2 in the control group) had no g-force events during the 1-year follow-up for the evaluation of secondary outcomes.

The DriveCam device is an event-triggered palm sized pair of cameras that are mounted to the rear view mirror of the participant's car. The device has a forward-road facing camera and another camera that faces the driver. Both cameras continuously record but only save to memory when a built-in accelerometer exceeds a set g force threshold. Any g-force event that exceeds .6 g-force will be coded using codings of crashes (i.e., collision with another vehicle or object) or near-crashes (i.e., an evasive maneuver performed to avoid a MVC). This outcome will include the rate of crashes or near-crashes.

Outcome measures

Outcome measures
Measure
FOCAL+Training
n=3213 DriveCam events
FOCAL+: Weekly for 5 weeks, teens complete a computer training program designed to train teens to limit the length of glances away from the roadway. On a computer, the top portion of the screen plays a simulated video drive while the bottom half of the screen contains a map. Teens complete tasks that require switching between the 2 halves of the screen. While doing so, they receive feedback regarding how long they are looking away from the driving portion of the screen. After each session of computerized FOCAL training, teens will complete up to five 5-minute simulated drives. During the drives, teens will be cued to a complete a visual search task which will require them to divert their gaze from the road. Eye tracking goggles will monitor eye glances and provide real time auditory feedback when a visual glance away from the roadway exceeds 2 secs.
Rules of the Road Training
n=2818 DriveCam events
Rules of The road: Weekly for 5 weeks, teens will perform computer-based training regarding traffic codes, laws, and rules of the road. After each computerized training, teens will complete up to five 5-minute drives. This time in the driving simulator will be contextualized as a time for them to practice the rules of the road they learned during training. Importantly, teens in the sham intervention group will complete the same distraction tasks but will NOT receive any feedback regarding their eye gaze during simulated driving.
Number of Incidents, Crashes, and Near-crashes Recorded With DriveCam
110 DriveCam events
159 DriveCam events

SECONDARY outcome

Timeframe: 12 months

Population: These analyses were conducted in the as-treated population, which involved participants for whom data from the in-vehicle recording device were available. Three teens (1 in the intervention group and 2 in the control group) had no g-force events during the 1-year follow-up for the evaluation of secondary outcomes.

The DriveCam device has a forward-road facing camera and another camera that faces the driver. Both cameras record when a built-in accelerometer exceeds a set g force threshold of .6. Video event recordings of the driver were be coded for whether a 2-second or longer glance away from the roadway occurred during the recorded event. Using these codings, the number of events that included a 2-second or longer glance away from the roadway was determined for each group.

Outcome measures

Outcome measures
Measure
FOCAL+Training
n=3213 DriveCam events
FOCAL+: Weekly for 5 weeks, teens complete a computer training program designed to train teens to limit the length of glances away from the roadway. On a computer, the top portion of the screen plays a simulated video drive while the bottom half of the screen contains a map. Teens complete tasks that require switching between the 2 halves of the screen. While doing so, they receive feedback regarding how long they are looking away from the driving portion of the screen. After each session of computerized FOCAL training, teens will complete up to five 5-minute simulated drives. During the drives, teens will be cued to a complete a visual search task which will require them to divert their gaze from the road. Eye tracking goggles will monitor eye glances and provide real time auditory feedback when a visual glance away from the roadway exceeds 2 secs.
Rules of the Road Training
n=2818 DriveCam events
Rules of The road: Weekly for 5 weeks, teens will perform computer-based training regarding traffic codes, laws, and rules of the road. After each computerized training, teens will complete up to five 5-minute drives. This time in the driving simulator will be contextualized as a time for them to practice the rules of the road they learned during training. Importantly, teens in the sham intervention group will complete the same distraction tasks but will NOT receive any feedback regarding their eye gaze during simulated driving.
Number of DriveCam Events That Are Preceded by a 2 Second or Greater Glance Away From the Roadway
588 DriveCam events
674 DriveCam events

Adverse Events

FOCAL+Training

Serious events: 0 serious events
Other events: 8 other events
Deaths: 0 deaths

Rules of the Road Training

Serious events: 0 serious events
Other events: 6 other events
Deaths: 0 deaths

Serious adverse events

Adverse event data not reported

Other adverse events

Other adverse events
Measure
FOCAL+Training
n=76 participants at risk
FOCAL+: Weekly for 5 weeks, teens complete a computer training program designed to train teens to limit the length of glances away from the roadway. On a computer, the top portion of the screen plays a simulated video drive while the bottom half of the screen contains a map. Teens complete tasks that require switching between the 2 halves of the screen. While doing so, they receive feedback regarding how long they are looking away from the driving portion of the screen. After each session of computerized FOCAL training, teens will complete up to five 5-minute simulated drives. During the drives, teens will be cued to a complete a visual search task which will require them to divert their gaze from the road. Eye tracking goggles will monitor eye glances and provide real time auditory feedback when a visual glance away from the roadway exceeds 2 secs.
Rules of the Road Training
n=76 participants at risk
Rules of The road: Weekly for 5 weeks, teens will perform computer-based training regarding traffic codes, laws, and rules of the road. After each computerized training, teens will complete up to five 5-minute drives. This time in the driving simulator will be contextualized as a time for them to practice the rules of the road they learned during training. Importantly, teens in the sham intervention group will complete the same distraction tasks but will NOT receive any feedback regarding their eye gaze during simulated driving.
Nervous system disorders
Simulator sickness during assessment
0.00%
0/76 • 5-weeks of training, 1-month post-training assessment, 6-month post-training assessment
Anticipated AE and possible precautions and responses to these events include: 1) Simulator sickness including nausea and headache. 2) Frustration with simulator training.
2.6%
2/76 • Number of events 2 • 5-weeks of training, 1-month post-training assessment, 6-month post-training assessment
Anticipated AE and possible precautions and responses to these events include: 1) Simulator sickness including nausea and headache. 2) Frustration with simulator training.
Nervous system disorders
Simulator sickness during training
7.9%
6/76 • Number of events 6 • 5-weeks of training, 1-month post-training assessment, 6-month post-training assessment
Anticipated AE and possible precautions and responses to these events include: 1) Simulator sickness including nausea and headache. 2) Frustration with simulator training.
5.3%
4/76 • Number of events 4 • 5-weeks of training, 1-month post-training assessment, 6-month post-training assessment
Anticipated AE and possible precautions and responses to these events include: 1) Simulator sickness including nausea and headache. 2) Frustration with simulator training.
Psychiatric disorders
Frustration during training
2.6%
2/76 • Number of events 2 • 5-weeks of training, 1-month post-training assessment, 6-month post-training assessment
Anticipated AE and possible precautions and responses to these events include: 1) Simulator sickness including nausea and headache. 2) Frustration with simulator training.
0.00%
0/76 • 5-weeks of training, 1-month post-training assessment, 6-month post-training assessment
Anticipated AE and possible precautions and responses to these events include: 1) Simulator sickness including nausea and headache. 2) Frustration with simulator training.

Additional Information

Jeff Epstein, Ph.D.

Cincinnati Children's Hospital Medical Center

Phone: 513-636-8296

Results disclosure agreements

  • Principal investigator is a sponsor employee
  • Publication restrictions are in place