1
|
Epstein JN, Garner AA, Kiefer AW, Peugh J, Tamm L, Lynch JD, MacPherson RP, Simon JO, Fisher DL. Examining Patterns and Predictors of ADHD Teens' Skill-Learning Trajectories During Enhanced FOrward Concentration and Attention Learning (FOCAL+) Training. HUMAN FACTORS 2025; 67:49-62. [PMID: 38459952 DOI: 10.1177/00187208241237863] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/11/2024]
Abstract
OBJECTIVE Examine patterns and predictors of skill learning during multisession Enhanced FOrward Concentration and Attention Learning (FOCAL+) training. BACKGROUND FOCAL+ teaches teens to reduce the duration of off-road glances using real-time error learning. In a randomized controlled trial, teens with ADHD received five sessions of FOCAL+ training and demonstrated significant reductions in extended glances (>2-s) away from the roadway (i.e., long-glances) and a 40% reduced risk of a crash/near-crash event. Teens' improvement in limiting long-glances as assessed after each FOCAL+ training session has not been examined. METHOD Licensed teen (ages 16-19) drivers with ADHD (n = 152) were randomly assigned to five sessions of either FOCAL+ or modified standard driver training. Teens completed driving simulation assessments at baseline, after each training session, and 1 month and 6 months posttraining. Naturalistic driving was monitored for one year. RESULTS FOCAL+ training produced a 53% maximal reduction in long-glances during postsession simulated driving. The number of sessions needed to achieve maximum performance varied across participants. However, after five FOCAL+ training sessions, number of long-glances was comparable irrespective of when teens achieved their maximum performance. The magnitude of reduction in long-glances predicted levels of long-glances during simulated driving at 1 month and 6 months posttraining but not naturalistic driving outcomes. FOCAL+ training provided the most benefit during training to teens who were younger and had less driving experience. CONCLUSION FOCAL+ training significantly reduces long-glances beginning at the 1st training session. APPLICATION Providing five FOCAL+ training sessions early on during teen driving may maximize benefit.
Collapse
Affiliation(s)
- Jeffery N Epstein
- Cincinnati Children's Hospital Medical Center, USA
- University of Cincinnati College of Medicine, USA
| | | | | | - James Peugh
- Cincinnati Children's Hospital Medical Center, USA
- University of Cincinnati College of Medicine, USA
| | - Leanne Tamm
- Cincinnati Children's Hospital Medical Center, USA
- University of Cincinnati College of Medicine, USA
| | | | | | - John O Simon
- Cincinnati Children's Hospital Medical Center, USA
| | - Donald L Fisher
- University of Massachusetts Amherst, USA
- Volpe National Transportation Systems Center, USA
| |
Collapse
|
2
|
Peugh J, Mara C. Handling missing data in longitudinal clinical trials: three examples from the pediatric psychology literature. J Pediatr Psychol 2024:jsae070. [PMID: 39509267 DOI: 10.1093/jpepsy/jsae070] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2023] [Revised: 08/12/2024] [Accepted: 08/12/2024] [Indexed: 11/15/2024] Open
Abstract
Researchers by default tend to choose complex models when analyzing nonindependent response variable data, this may be particularly applicable in the analysis of longitudinal trial data, possibly due to the ability of such models to easily address missing data by default. Both maximum-likelihood (ML) estimation and multiple imputation (MI) are well-known to be acceptable methods for handling missing data, but much of the recently published quantitative literature has addressed questions regarding the research designs and circumstances under which one should be chosen over the other. The purpose of this article is threefold. First, to clearly define the assumptions underlying three common longitudinal trial data analysis models for continuous dependent variable data: repeated measures analysis of covariance (RM-ANCOVA), generalized estimating equation (GEE), and a longitudinal linear mixed model (LLMM). Second, to clarify when ML or MI should be chosen, and to introduce researchers to an easy-to-use, empirically well-validated, and freely available missing data multiple imputation program: BLIMP. Third, to show how missing longitudinal trial data can be handled in the three data analysis models using three popular statistical analysis software packages (SPSS, Stata, and R) while keeping the published quantitative research in mind.
Collapse
Affiliation(s)
- James Peugh
- Behavioral Medicine Clinical Psychology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, United States
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, United States
| | - Constance Mara
- Behavioral Medicine Clinical Psychology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, United States
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, United States
| |
Collapse
|
3
|
Tapia JL, Sánchez-Borda D, Duñabeitia JA. The effects of cognitive training on driving performance. Cogn Process 2024:10.1007/s10339-024-01245-6. [PMID: 39495357 DOI: 10.1007/s10339-024-01245-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2023] [Accepted: 10/27/2024] [Indexed: 11/05/2024]
Abstract
Driving is a complex task necessitating an intricate interplay of sensory, motor, and cognitive abilities. Extensive research has underscored the role of neurocognitive functions, including attention, memory, executive functions, and visuospatial skills, in driving safety and performance. Despite evidence suggesting cognitive training's potential in enhancing driving abilities, comprehensive cognitive training's impact on driving performance in young adult drivers remains unexplored. Our study aimed to fill this gap by implementing an intensive, 8-week, multidomain computerized cognitive training program and assessing its transfer effects on the driving performance of young adult drivers, using a high-fidelity simulator. The study employed a randomized controlled trial design, with passive control group. The mixed-design analysis of variance (ANOVA) revealed a notable interaction between the time of testing and the respective participant groups concerning driving performance. Post hoc analyses showed that, compared to the control group, participants undergoing cognitive training demonstrated significantly fewer traffic infractions in the post-training evaluation. These findings suggest that cognitive training could be a useful tool for enhancing driving safety and performance in young adult drivers. Further research should aim to address the limitations posed by the absence of an active control group.
Collapse
Affiliation(s)
- Jose L Tapia
- Centro de Investigación Nebrija en Cognición (CINC), Universidad Nebrija, Madrid, Spain.
| | - David Sánchez-Borda
- Centro de Investigación Nebrija en Cognición (CINC), Universidad Nebrija, Madrid, Spain
| | - Jon Andoni Duñabeitia
- Centro de Investigación Nebrija en Cognición (CINC), Universidad Nebrija, Madrid, Spain
- AcqVA Aurora Center, The Arctic University of Norway, Tromsø, Norway
| |
Collapse
|
4
|
Veronesi GF, Gabellone A, Tomlinson A, Solmi M, Correll CU, Cortese S. Treatments in the pipeline for attention-deficit/hyperactivity disorder (ADHD) in adults. Neurosci Biobehav Rev 2024; 163:105774. [PMID: 38914177 DOI: 10.1016/j.neubiorev.2024.105774] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2024] [Revised: 06/04/2024] [Accepted: 06/14/2024] [Indexed: 06/26/2024]
Abstract
To provide an overview of treatments in the pipeline for adults with attention-deficit/hyperactivity disorder (ADHD), we searched https://clinicaltrials.gov/and and https://www.clinicaltrialsregister.eu/ from 01/01/2010-10/18/2023 for ongoing or completed phase 2 or 3 randomised controlled trials (RCTs), assessing pharmacological or non-pharmacological interventions for adults with ADHD with no current regulatory approval. We found 90 eligible RCTs. Of these, 24 (27 %) reported results with statistical analysis for primary efficacy endpoints. While several pharmacological and non-pharmacological interventions had evidence of superiority compared to the control condition from a single RCT, centanafadine (norepinephrine, dopamine, and serotonin re-uptake inhibitor) was the only treatment with evidence of efficacy on ADHD core symptoms (small effect size=0.28-0.40) replicated in at least one additional RCT, alongside reasonable tolerability. Overall, the body of ongoing RCTs in adults with ADHD is insufficient, without any intervention on the horizon to match the efficacy of stimulant treatment or atomoxetine and with better tolerability profile. Additional effective and well tolerated treatments for adults with ADHD require development and testing.
Collapse
Affiliation(s)
| | - Alessandra Gabellone
- DiBraiN-Department of Translational Biomedicine Neurosciences, University of Bari "Aldo Moro", Bari, Italy
| | - Anneka Tomlinson
- Department of Psychiatry, University of Oxford, Oxford, UK; Oxford Health NHS Foundation Trust, Oxford, UK
| | - Marco Solmi
- Department of Psychiatry, University of Ottawa, Ottawa, ON, Canada; Department of Mental Health, The Ottawa Hospital, Ottawa, ON, Canada; Ottawa Hospital Research Institute (OHRI) Clinical Epidemiology Program, University of Ottawa, Ottawa, ON, Canada; School of Epidemiology and Public Health, Faculty of Medicine, University of Ottawa, Ottawa, ON, Canada; Department of Child and Adolescent Psychiatry, Charité Universitätsmedizin, Berlin, Germany; Centre for Innovation in Mental Health, School of Psychology, Faculty of Environmental and Life Sciences, University of Southampton, Southampton, UK
| | - Christoph U Correll
- Department of Child and Adolescent Psychiatry, Charité Universitätsmedizin, Berlin, Germany; The Zucker Hillside Hospital, Department of Psychiatry, Glen Oaks, NY, USA; Department of Psychiatry and Molecular Medicine, Donald and Barbara School of Medicine at Hofstra/Northwell, Hempstead, NY, USA; German Center for Mental Health (DZPG), partner site Berlin, Germany; Clinical and Experimental Sciences (CNS and Psychiatry), Faculty of Medicine, University of Southampton, Southampton, UK
| | - Samuele Cortese
- Centre for Innovation in Mental Health, School of Psychology, Faculty of Environmental and Life Sciences, University of Southampton, Southampton, UK; Clinical and Experimental Sciences (CNS and Psychiatry), Faculty of Medicine, University of Southampton, Southampton, UK; Solent NHS Trust, Southampton, UK; Hassenfeld Children's Hospital at NYU Langone, New York University Child Study Center, New York City, NY, USA; DiMePRe-J-Department of Precision and Rigenerative Medicine-Jonic Area, University of Bari "Aldo Moro", Bari, Italy.
| |
Collapse
|
5
|
Chacko A, Merrill BM, Kofler MJ, Fabiano GA. Improving the efficacy and effectiveness of evidence-based psychosocial interventions for attention-deficit/hyperactivity disorder (ADHD) in children and adolescents. Transl Psychiatry 2024; 14:244. [PMID: 38851829 PMCID: PMC11162428 DOI: 10.1038/s41398-024-02890-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/16/2023] [Revised: 02/14/2024] [Accepted: 03/22/2024] [Indexed: 06/10/2024] Open
Abstract
Attention-deficit/hyperactivity disorder (ADHD) is a prevalent, chronic, and impairing mental health disorder of childhood. Decades of empirical research has established a strong evidence-based intervention armamentarium for ADHD; however, limitations exist in regards to efficacy and effectiveness of these interventions. We provide an overview of select evidence-based interventions for children and adolescents, highlighting potential approaches to further improving the efficacy and effectiveness of these interventions. We conclude with broader recommendations for interventions, including considerations to moderators and under-explored intervention target areas as well as avenues to improve access and availability of evidence-based interventions through leveraging underutilized workforces and leveraging technology.
Collapse
|
6
|
Keren A, Fisher O, Hamde A, Tsafrir S, Ratzon NZ. Reducing Driving Risk Factors in Adolescents with Attention Deficit Hyperactivity Disorder (ADHD): Insights from EEG and Eye-Tracking Analysis. SENSORS (BASEL, SWITZERLAND) 2024; 24:3319. [PMID: 38894111 PMCID: PMC11174634 DOI: 10.3390/s24113319] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/24/2024] [Revised: 05/13/2024] [Accepted: 05/20/2024] [Indexed: 06/21/2024]
Abstract
Adolescents with attention deficit hyperactivity disorder (ADHD) face significant driving challenges due to deficits in attention and executive functioning, elevating their road risks. Previous interventions targeting driving safety among this cohort have typically addressed isolated aspects (e.g., cognitive or behavioral factors) or relied on uniform solutions. However, these approaches often overlook this population's diverse needs. This study introduces the "Drive-Fun" innovative intervention (DFI), aimed at enhancing driving skills among this vulnerable population. The intervention was tested in a pilot study including 30 adolescents aged 15-18, comparing three groups: DFI, an educational intervention, and a control group with no treatment. Assessments included a driving simulator, EEG, and Tobii Pro Glasses 2. Evaluation was conducted pre- and post-intervention and at a 3-month follow-up. Results indicated that the DFI group significantly improved in the simulated driving performance, attentional effort, and focused gaze time. The findings underscore that holistic strategies with personalized, comprehensive approaches for adolescents with ADHD are particularly effective in improving driving performance. These outcomes not only affirm the feasibility of the DFI but also highlight the critical role of sensor technologies in accurately measuring and enhancing simulator driving performance in adolescents with ADHD. Outcomes suggest a promising direction for future research and application.
Collapse
Affiliation(s)
- Anat Keren
- Department of Occupational Therapy, Tel Aviv University, Tel Aviv 6997801, Israel; (A.K.); (O.F.); (A.H.)
| | - Orit Fisher
- Department of Occupational Therapy, Tel Aviv University, Tel Aviv 6997801, Israel; (A.K.); (O.F.); (A.H.)
| | - Anwar Hamde
- Department of Occupational Therapy, Tel Aviv University, Tel Aviv 6997801, Israel; (A.K.); (O.F.); (A.H.)
| | - Shlomit Tsafrir
- The Child and Adolescent Psychiatry Division, Edmond and Lily Safra Children’s Hospital, Sheba Medical Center, Tel Hashomer, Ramat Gan 5262000, Israel;
- The Faculty of Medicine & Health Professions, Tel Aviv University, Tel Aviv 6997801, Israel
| | - Navah Z. Ratzon
- Department of Occupational Therapy, Tel Aviv University, Tel Aviv 6997801, Israel; (A.K.); (O.F.); (A.H.)
| |
Collapse
|
7
|
Fisher DL, Agrawal R, Divekar G, Hamid MA, Krishnan A, Mehranian H, Muttart J, Pradhan A, Roberts S, Romoser M, Samuel S, Vlakveld W, Yamani Y, Young J, Zafian T, Zhang L. Novice driver crashes: The relation between putative causal factors, countermeasures, real world implementations, and policy - A case study in simple, scalable solutions. ACCIDENT; ANALYSIS AND PREVENTION 2024; 198:107397. [PMID: 38271896 DOI: 10.1016/j.aap.2023.107397] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/13/2023] [Revised: 09/17/2023] [Accepted: 11/21/2023] [Indexed: 01/27/2024]
Abstract
Novice drivers are at a greatly inflated risk of crashing. This led in the 20th century to numerous attempts to develop training programs that could reduce their crash risk. Yet, none proved effective. Novice drivers were largely considered careless, not clueless. This article is a case study in the United States of how a better understanding of the causes of novice driver crashes led to training countermeasures targeting teen driving behaviors with known associations with crashes. These effects on behaviors were large enough and long-lasting enough to convince insurance companies to develop training programs that they offered around the country to teen drivers. The success of the training programs at reducing the frequency of behaviors linked to crashes also led to several large-scale evaluations of the effect of the training programs on actual crashes. A reduction in crashes was observed. The cumulative effect has now led to state driver licensing agencies considering as a matter of policy both to include items testing the behaviors linked to crashes on licensing exams and to require training on safety critical behaviors. The effort has been ongoing for over a quarter century and is continuing. The case study highlights the critical elements that made it possible to move from a paradigm shift in the understanding of crash causes to the development and evaluation of crash countermeasures, to the implementation of those crash countermeasures, and to subsequent policy changes at the state and federal level. Key among these elements is the development of simple, scalable solutions.
Collapse
Affiliation(s)
- Donald L Fisher
- University of Massachusetts Amherst, Amherst, MA 01003, United States; Volpe National Transportation Systems Center, Cambridge, MA 02142, United States.
| | | | | | - Malek Abdul Hamid
- Department of Manufacturing and Materials Engineering, International Islamic University Malaysia, Kuala Lumpur, Malaysia
| | | | | | - Jeff Muttart
- Driver Research Institute, East Hampton, CT, USA
| | - Anuj Pradhan
- University of Massachusetts Amherst, Amherst, MA 01003, United States
| | - Shannon Roberts
- University of Massachusetts Amherst, Amherst, MA 01003, United States
| | | | - Siby Samuel
- University of Waterloo, College of Enigneering, Waterloo, Ontario, Canada
| | | | - Yusuke Yamani
- Old Dominion University, Department of Psychology, Norfolk, VA, USA
| | - Jared Young
- Volpe National Transportation Systems Center, Cambridge, MA 02142, United States
| | - Tracy Zafian
- University of Massachusetts Amherst, Amherst, MA 01003, United States
| | - Lisa Zhang
- Institute of Human Factors and Ergonomics, College of Mechatronics and Control Engineering, Shenzhen University, Shenzhen 518060, PR China
| |
Collapse
|
8
|
Chen JW, Zhu K. Single Exercise for Core Symptoms and Executive Functions in ADHD: A Systematic Review and Meta-Analysis. J Atten Disord 2024; 28:399-414. [PMID: 38156611 DOI: 10.1177/10870547231217321] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/03/2024]
Abstract
OBJECTIVES A systematic review and meta-analysis of studies of single exercise on core symptoms and executive function in adolescents with ADHD. METHODS Four databases were searched for studies of the effects of single exercise on core symptoms and executive functioning in adolescents with ADHD. RESULTS Thirteen studies were included, and a single session of exercise had small effect-size improvements in core symptoms and executive function in adolescents with ADHD: 10 to 13 year olds in the early adolescent-elementary school years and 18 to 24 year olds in the late adolescent-college years. Moderate-intensity continuous training, high-intensity interval training, single sessions of less than 30 minutes, and single sessions of 30 minutes and more significantly improved cycling training, attention, inhibition, substance use, and pre-study abstinence. CONCLUSIONS A single session of exercise had an overall ameliorative effect on core symptoms and executive function in adolescents with ADHD.
Collapse
Affiliation(s)
| | - Kun Zhu
- Shanghai University of Sport, China
| |
Collapse
|
9
|
Abstract
OBJECTIVES To examine how the concept of prevention is applicable to adolescent ADHD, which preventive interventions may be feasible, and which methods can be used to evaluate effectiveness. METHOD Following a literature search for prevention clinical trials relevant to adolescent ADHD, selected studies are critically reviewed to identify suitable targets and promising interventions. RESULTS There is some evidence from controlled studies that interventions delivered to prepubertal children at high risk for ADHD or diagnosed with ADHD may decrease the incidence or persistence of ADHD in adolescence. Uncontrolled follow-up of clinical samples and population studies suggest that treatment of adolescents with ADHD can decrease the risk for several negative functional outcomes in youth. A controlled trial found a specific cognitive training intervention to decrease risky driving. CONCLUSIONS Prevention of ADHD and associated negative outcomes is possible and of high clinical relevance. Assessing prevention effects is methodologically challenging, but feasible.
Collapse
Affiliation(s)
- Benedetto Vitiello
- Section of Child and Adolescent Neuropsychiatry, Department of Public Health and Pediatric Sciences, University of Turin, Turin, Italy
- Department of Mental Health, School of Public Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Chiara Davico
- Section of Child and Adolescent Neuropsychiatry, Department of Public Health and Pediatric Sciences, University of Turin, Turin, Italy
| | - Manfred Döpfner
- Department of Child and Adolescent Psychiatry and Psychotherapy, Medical Faculty, University of Cologne, Germany
| |
Collapse
|
10
|
Lynch JD, Tamm L, Garner AA, Avion AA, Fisher DL, Kiefer AW, Peugh J, Simon JO, Epstein JN. Executive Functioning as a Predictor of Adverse Driving Outcomes in Teen Drivers With ADHD. J Atten Disord 2023; 27:1650-1661. [PMID: 37688481 PMCID: PMC10879659 DOI: 10.1177/10870547231197210] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/11/2023]
Abstract
OBJECTIVE The present study examined the association between executive functioning (EF) and risky driving behaviors in teens with ADHD. METHOD Teens diagnosed with ADHD (n = 179; Mage = 17.4 years) completed two 15-min drives in a fixed-base driving simulator. EF was assessed using parent- and self-report Behavior Rating Inventory of Executive Functioning (BRIEF-2), a temporal reproduction task, and a Go/No-Go task (GNG). Driving outcomes included known predictors of crashes: count of long (>2 s) off-road glances, standard deviation (SD) of lane position (SDLP), mean speed, and SD speed. Generalized linear mixed models, controlling for intelligence and driving experience, were conducted. RESULTS Higher rates of GNG commission errors predicted higher rates of long off-road glances. Lower parent-rated EF and increased rates of GNG omission errors predicted SDLP. Higher rates of GNG commission errors also predicted faster average driving speed. CONCLUSION Heterogeneity in EF is associated with differences in teen ADHD risky driving behaviors.
Collapse
Affiliation(s)
- James D. Lynch
- University of Cincinnati, OH, USA
- Cincinnati Children’s Hospital Medical Center, OH, USA
| | - Leanne Tamm
- Cincinnati Children’s Hospital Medical Center, OH, USA
- University of Cincinnati College of Medicine, OH, USA
| | | | | | - Donald L. Fisher
- University of Massachusetts Amherst, USA
- Volpe National Transportation Systems Center, U.S. Department of Transportation, Cambridge, MA, USA
| | | | - James Peugh
- Cincinnati Children’s Hospital Medical Center, OH, USA
- University of Cincinnati College of Medicine, OH, USA
| | - John O. Simon
- Cincinnati Children’s Hospital Medical Center, OH, USA
| | - Jeffery N. Epstein
- Cincinnati Children’s Hospital Medical Center, OH, USA
- University of Cincinnati College of Medicine, OH, USA
| |
Collapse
|
11
|
Walshe EA, Elliott MR, Cheng S, Romer D, Curry AE, Grethlein D, Gonzalez AK, Winston FK. Driving Skills at Licensure and Time to First Crash. Pediatrics 2023; 152:e2022060817. [PMID: 37842724 PMCID: PMC10598635 DOI: 10.1542/peds.2022-060817] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 07/13/2023] [Indexed: 10/17/2023] Open
Abstract
BACKGROUND AND OBJECTIVES Young drivers are overrepresented in crashes, and newly licensed drivers are at high risk, particularly in the months immediately post-licensure. Using a virtual driving assessment (VDA) implemented in the licensing workflow in Ohio, this study examined how driving skills measured at the time of licensure contribute to crash risk post-licensure in newly licensed young drivers. METHODS This study examined 16 914 young drivers (<25 years of age) in Ohio who completed the VDA at the time of licensure and their subsequent police-reported crash records. By using the outcome of time to first crash, a Cox proportional hazard model was used to estimate the risk of a crash during the follow-up period as a function of VDA Driving Class (and Skill Cluster) membership. RESULTS The best performing No Issues Driving Class had a crash risk 10% lower than average (95% confidence interval [CI] 13% to 6%), whereas the Major Issues with Dangerous Behavior Class had a crash risk 11% higher than average (95% CI 1% to 22%). These results withstood adjusting for covariates (age, sex, and tract-level socioeconomic status indicators). At the same time, drivers licensed at age 18 had a crash risk 16% higher than average (95% CI 6% to 27%). CONCLUSIONS This population-level study reveals that driving skills measured at the time of licensure are a predictor of crashes early in licensure, paving the way for better prediction models and targeted, personalized interventions. The authors of future studies should explore time- and exposure-varying risks.
Collapse
Affiliation(s)
- Elizabeth A. Walshe
- Center for Injury Research and Prevention, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - Michael R. Elliott
- University of Michigan School of Public Health, Michigan
- University of Michigan Institute for Social Research, Michigan
| | - Shukai Cheng
- Center for Injury Research and Prevention, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - Daniel Romer
- Annenberg Public Policy Center, University of Pennsylvania, Philadelphia
| | - Allison E. Curry
- Center for Injury Research and Prevention, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - David Grethlein
- Diagnostic Driving, Inc., Philadelphia, Pennsylvania
- Computer Science Department, Drexel University, Philadelphia, Pennsylvania
| | - Alexander K. Gonzalez
- Department of Biomedical and Health Informatics, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - Flaura K. Winston
- Center for Injury Research and Prevention, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| |
Collapse
|
12
|
Fidler AL, Zhang N, Simakajornboon N, Epstein JN, Kirk S, Beebe DW. Comparing the Driving Skills of Adolescents with Obstructive Sleep Apnea to Healthy Controls: The Results of a Case-Controlled Observational Study. CHILDREN (BASEL, SWITZERLAND) 2023; 10:1624. [PMID: 37892287 PMCID: PMC10605283 DOI: 10.3390/children10101624] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/25/2023] [Revised: 09/25/2023] [Accepted: 09/28/2023] [Indexed: 10/29/2023]
Abstract
Auto crashes are a leading cause of death and injury among adolescents. Untreated obstructive sleep apnea (OSA) can cause sleepiness and inattention, which could negatively impact novice drivers, but OSA-related studies have focused on older drivers. This study used a driving simulator to examine whether licensed 16-19-year-old adolescents with OSA have diminished driving skills. Twenty-one adolescents with OSA and twenty-eight without OSA (both confirmed using polysomnography) completed two randomly ordered driving trials in a simulator (with induced distractions versus without). A mixed ANOVA examined the between-subjects effect of the OSA group, the within-subjects effect of the distraction condition, and the group-by-condition interaction effect on the ability to maintain lane position and the frequency of extended eye glances away from the roadway. T-tests were also used to examine group differences in reported sleepiness and inattention during daily life. The distraction task increased extended off-road glances and difficulties maintaining lane position (p < 0.001). However, adolescents with OSA did not display worse eye glance or lane position than controls and there were no significant group-by-condition interactions. Although the groups differed on polysomonographic features, there were also no significant differences in reported sleepiness or inattention. The distraction task negatively impacted both groups of adolescent drivers, but those with OSA did not fare differentially worse. Most adolescents in our study had mild OSA (median obstructive apnea-hypopnea index = 4.4), the most common form in the community. It remains possible that youth with more severe OSA would show increased driving impairment.
Collapse
Affiliation(s)
- Andrea L. Fidler
- Division of Behavioral Medicine and Clinical Psychology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH 45229, USA
| | - Nanhua Zhang
- Division of Biostatistics and Epidemiology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH 45229, USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH 45229, USA
| | - Narong Simakajornboon
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH 45229, USA
- Sleep Center, Division of Pulmonary Medicine, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH 45229, USA
| | - Jeffery N. Epstein
- Division of Behavioral Medicine and Clinical Psychology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH 45229, USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH 45229, USA
| | - Shelley Kirk
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH 45229, USA
- The Center for Better Health and Nutrition of the Heart Institute, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH 45229, USA
| | - Dean W. Beebe
- Division of Behavioral Medicine and Clinical Psychology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH 45229, USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH 45229, USA
| |
Collapse
|
13
|
Keiser M, Kodjebacheva GD, Kandasamy D. Evaluating the Impact of a Multifaceted Distracted Driving Prevention Program. J Emerg Nurs 2023; 49:513-519. [PMID: 37393078 DOI: 10.1016/j.jen.2023.03.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2022] [Revised: 03/24/2023] [Accepted: 03/26/2023] [Indexed: 07/03/2023]
Abstract
OBJECTIVE The aim of this study is to evaluate undergraduate college students' attitude changes toward distracted driving after participating in a multifaceted distracted driving prevention program. METHODS This study used a quasi-experimental, pre- post-test design. Participants were undergraduate college students who were aged 18 or older and had a valid driver's license. The Questionnaire Assessing Distracted Driving was used to measure participants' attitudes and behaviors. All participants completed the entire Questionnaire Assessing Distracted Driving survey and then participated in the distracted driving prevention program that consisted of a 10-minute narrated recorded PowerPoint lecture followed by a distracted driving simulation. Descriptive statistics were calculated to describe the study sample. The Questionnaire Assessing Distracted Driving data were analyzed to ascertain any statistically significant changes in responses from pre- to postintervention. RESULTS From pre- to post-test, there were statistically significant increases in the number of participants who reported they would tell friends to stop texting and driving if they were a passenger, refrain from texting while driving, and wait until reaching home before retrieving their cell phones from the floor of the vehicle. Participants perceived a greater threat from drivers talking on phones or texting/emailing from pre- to post-test. Moreover, attitudes toward talking on a handheld device, talking on a hands-free phone, and texting/emailing became more negative from pre- to post-test. CONCLUSION The intervention helped promote negative attitudes toward distracted driving in a sample of college students immediately after participating in a distracted driving prevention program.
Collapse
|