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Peek-Asa C, Zhang L, Hamann CJ, O'Neal E, Yang J. Direct medical charges of all parties in teen-involved vehicle crashes by culpability. Inj Prev 2023; 29:334-339. [PMID: 37147120 PMCID: PMC10583597 DOI: 10.1136/ip-2022-044841] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2022] [Accepted: 04/25/2023] [Indexed: 05/07/2023]
Abstract
BACKGROUND Motor vehicle crashes among teen drivers often involve passengers in the teen's vehicle and occupants of other vehicles, and the full cost burden for all individuals is largely unknown. This analysis estimated direct hospitalisation and emergency department charges for teen-involved crashes by teen culpability, comparing charges for the teen driver, passengers and occupants of other vehicles. METHODS Probabilistic linkage was performed to link the Iowa police crash reports with Iowa emergency department and Iowa hospital inpatient data. Teen drivers aged 14-17 involved in a crash from 2016 through 2020 were included. Teen culpability was determined through the crash report and examined by teen and crash characteristics. Direct medical charges were estimated from charges through linkage to the Iowa hospital inpatient and the Iowa emergency department databases. RESULTS Among the 28 062 teen drivers involved in vehicle crashes in Iowa between 2016 and 2020, 62.1% were culpable and 37.9% were not culpable. For all parties involved, the inpatient charges were $20.5 million in culpable crashes and $7.2 million in non-culpable crashes. The emergency department charges were $18.7 million in teen culpable crashes and $6.8 million in teen non-culpable crashes. Of the $20.5 million total inpatient charges in which a teen driver was culpable, charges of $9.5 million (46.3%) were for the injured teen driver and $11.0 million (53.7%) for other involved parties. CONCLUSIONS Culpable teen-involved crashes lead to higher proportions of injury and higher medical charges, with most of these charges covering other individuals in the crash.
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Affiliation(s)
- Corinne Peek-Asa
- Office of Research Affairs and Department of Epidemiology, University of California, San Diego, San Diego, CA, USA
| | - Ling Zhang
- Department of Biostatistics, University of Iowa, Iowa City, IA, USA
| | - Cara J Hamann
- Department of Epidemiology, University of Iowa, Iowa City, IA, USA
| | - Elizabeth O'Neal
- Department of Psychological and Brain Sciences, The University of Iowa, Iowa City, Iowa, USA
| | - Jingzhen Yang
- Center for Injury Research and Policy, Nationwide Children's Hospital, Columbus, Ohio, USA
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2
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Villavicencio L, Svancara AM, Kelley-Baker T, Tefft BC. Passenger Presence and the Relative Risk of Teen Driver Death. J Adolesc Health 2022; 70:757-762. [PMID: 35125263 DOI: 10.1016/j.jadohealth.2021.10.038] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/27/2021] [Revised: 10/28/2021] [Accepted: 10/28/2021] [Indexed: 10/19/2022]
Abstract
PURPOSE This study examines the relative risk of death among crash-involved teenage drivers in relation to the number and ages of passengers present. METHODS We performed cross-sectional analysis of police-reported crashes in the United States in years 2016-2019 to estimate rate ratios for death among drivers aged 16-17 years by passenger composition (no passengers, one teen, ≥two teens, teens and adults aged 20-34 years, adults aged 20-34 years only, ≥one adult aged 35-64 years). Models were adjusted for confounding and effect modification related to driver, crash, and environmental factors. RESULTS Crash-involved teen drivers carrying ≥2 teen passengers were twice as likely to die as teens driving alone. The driver was seven times as likely to die when carrying a mix of teen and young adult passengers compared with teens driving alone. Teen drivers' risk of death was lowest in the presence of an adult passenger aged 35-64 years. Carrying one teen passenger presents greater risk of death than driving alone for male teen drivers but not for females. DISCUSSION When teen drivers crash, they are more likely to die if they are carrying teen and/or young adult passengers than if they are driving alone or with a mature adult. The results support the current graduated licensing policies restricting young novice drivers from carrying teenage passengers. Results also help to clarify why previous studies have found that young passengers are associated with increased risk of fatal crashes, but not nonfatal crashes: it appears that passengers may have an effect on crash severity.
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Affiliation(s)
| | - Austin M Svancara
- Department of Psychology, University of Alabama at Birmingham, Birmingham, Alabama
| | | | - Brian C Tefft
- AAA Foundation for Traffic Safety, Washington, District of Columbia
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3
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Wang X, Qu Z, Song X, Bai Q, Pan Z, Li H. Incorporating accident liability into crash risk analysis: A multidimensional risk source approach. ACCIDENT; ANALYSIS AND PREVENTION 2021; 153:106035. [PMID: 33607319 DOI: 10.1016/j.aap.2021.106035] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/04/2020] [Revised: 01/13/2021] [Accepted: 02/07/2021] [Indexed: 06/12/2023]
Abstract
In the field of traffic safety, the occurrence of accidents remains a cause of concern for road regulators as well as users. Exploring risk factors inducing the accidents and quantifying the accident risk will not only benefit the prevention and control of traffic accidents but also assist in developing effective risk propagation model for road accidents. This study uses detailed accident record data to mine the risk factors affecting the occurrence of accidents, and quantify the accident risk under the combination of risk factors. First, by reviewing relevant literature and analyzing historical accident, we construct a multi-dimension characterization framework of risk factors with bi-level structure. The Human Factors Analysis and Classification System (HFACS) is applied to supplement and improve the framework. Next, under this framework, we identify the risk factors in traffic accident record, and analyze the statistical characteristics from the level of risk sources and risk characteristics. Then, the concept of accident liability weight is proposed to measure the impact of risk factors on accident occurrence. Through the liability affirmation of risk factors, the accident probability are updated. Last, we establish an accident risk quantify model (ARQM) based on the mean mutual information to compare the likelihood of accidents in different scenarios. In addition, we compare the accident probability and risk under equivalent liability and liability affirmation, as well as give some fundamental ideas regarding how to effectively prevent accidents.
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Affiliation(s)
- Xin Wang
- Department of Transportation, Jilin University, Changchun, 130022, China.
| | - Zhaowei Qu
- Department of Transportation, Jilin University, Changchun, 130022, China.
| | - Xianmin Song
- Department of Transportation, Jilin University, Changchun, 130022, China.
| | - Qiaowen Bai
- Department of Transportation, Jilin University, Changchun, 130022, China
| | - Zhaotian Pan
- Department of Transportation, Jilin University, Changchun, 130022, China
| | - Haitao Li
- Department of Transportation, Jilin University, Changchun, 130022, China
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McDonald CC, Fargo JD, Swope J, Metzger KB, Sommers MS. Initial Testing of a Web-Based Intervention to Reduce Adolescent Driver Inattention: A Randomized Controlled Trial. J Emerg Nurs 2020; 47:88-100.e3. [PMID: 33023788 DOI: 10.1016/j.jen.2020.07.012] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2020] [Revised: 07/20/2020] [Accepted: 07/20/2020] [Indexed: 12/17/2022]
Abstract
INTRODUCTION Motor vehicle crashes are the leading cause of adolescent death. Inattention to the roadway contributes to crash risk. The objective of this study was to deploy an initial study of a web-based intervention (Let's Choose Ourselves) designed to improve adolescent driver attention to the roadway. METHODS We used a randomized controlled trial design in a sample of adolescent drivers to test if a web-based intervention decreased cell phone engagement in driving simulation at 3 months as compared with controls. As secondary hypotheses, we tested if the intervention increased the use of peer passengers to manage distractions and decreased eyes off the forward roadway in driving simulation and decreased self-reported risky driving behaviors. Adolescents, aged 16-17 years, licensed for ≤90 days were randomized to Let's Choose Ourselves with distractions in the simulator protocol at baseline, Let's Choose Ourselves with no distractions, an attention control intervention on healthy eating with distractions, or attention control with no distractions. We used Poisson regression modeling to test the primary and secondary hypotheses. RESULTS The trial included 60 adolescents (66.7% female, 78.3% non-Hispanic white subjects, mean age 16.8 years, licensed 50.8 days). In Poisson regression, controlling for sex, we found no significant effects of Let's Choose Ourselves on primary or secondary outcomes. However, there was a significant effect of visit on self-report outcomes, with self-reported distracted driving behaviors increasing over time. DISCUSSION Although there were no significant effects of Let's Choose Ourselves, self-reported risky driving behaviors increased over time. Further investigation of the relationship between driving experience and increasing inattention to the road in adolescents is warranted.
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5
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Linden PL, Endee LM, Flynn E, Johnson LM, Miller CA, Rozensky R, Smith SG, Verderosa C. High School Student Driving Perceptions Following Participation in a Distracted Driving Curriculum. Health Promot Pract 2019; 20:703-710. [PMID: 30701986 DOI: 10.1177/1524839918824322] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Objectives. Distracted driving is a major public health issue in the United States. In response to requests from high school students participating in a university-based initiative, the authors describe the collaborative development and implementation of a curriculum designed to address distracted driving behaviors among students in four high-needs school districts in the northeastern United States. Method. The curriculum integrates current statistics on distracted and drowsy driving and three interactive learning stations: driving while distracted, walking while distracted, and driving while drowsy. Pre- and postsurveys were conducted to collect student driving data, assess student satisfaction with the program, and assess their likelihood of speaking up as a passenger in a high-risk situation. Results. The majority of students reported that they learned new information and would recommend the program to others. A Wilcoxon signed-rank test showed that students were more likely to speak up as a passenger with a distracted or drowsy driver (p < .001) after the program. Conclusion. This experience demonstrates a voluntary, multidisciplinary, university-based collaboration in the development of a novel public health education initiative. Based on the success of this phase, school districts elected to participate in Train the Trainer sessions to continue the program within their local high-needs school district.
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Affiliation(s)
| | | | - Erik Flynn
- 1 Stony Brook University, Stony Brook, NY, USA
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Ventsislavova P, Crundall D, Baguley T, Castro C, Gugliotta A, Garcia-Fernandez P, Zhang W, Ba Y, Li Q. A comparison of hazard perception and hazard prediction tests across China, Spain and the UK. ACCIDENT; ANALYSIS AND PREVENTION 2019; 122:268-286. [PMID: 30391703 DOI: 10.1016/j.aap.2018.10.010] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/23/2017] [Revised: 10/17/2018] [Accepted: 10/17/2018] [Indexed: 05/28/2023]
Abstract
Hazard perception (HP) is the ability to spot on-road hazards in time to avoid a collision. This skill is traditionally measured by recording response times to hazards in video clips of driving, with safer, experienced drivers often out-performing inexperienced drivers. This study assessed whether HP test performance is culturally specific by comparing Chinese, Spanish and UK drivers who watched clips filmed in all three countries. Two test-variants were created: a traditional HP test (requiring timed hazard responses), and a hazard prediction test, where the film is occluded at hazard-onset and participants predict what happens next. More than 300 participants, across the 3 countries, were divided into experienced and inexperienced-driver groups. The traditional HP test did not discriminate between experienced and inexperienced drivers, though participant nationality influenced the results with UK drivers reporting more hazards than Chinese drivers. The hazard prediction test, however, found experienced drivers to out-perform inexperienced drivers. No differences were found for nationality, with all nationalities being equally skilled at predicting hazards. The results suggest that drivers' criterion level for responding to hazards is culturally sensitive, though their ability to predict hazards is not. We argue that the more robust, culturally-agnostic, hazard prediction test appears better suited for global export.
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Affiliation(s)
- Petya Ventsislavova
- Nottingham Trent University, Department of Psychology, School of Social Sciences, UK.
| | - David Crundall
- Nottingham Trent University, Department of Psychology, School of Social Sciences, UK.
| | - Thom Baguley
- Nottingham Trent University, Department of Psychology, School of Social Sciences, UK
| | - Candida Castro
- University of Granada, CIMCYC, Mind, Brain and Behaviour Research Centre, Spain
| | - Andrés Gugliotta
- University of Granada, CIMCYC, Mind, Brain and Behaviour Research Centre, Spain
| | | | - Wei Zhang
- Tsinghua University, Department of Industrial Engineering, Beijing, China
| | - Yutao Ba
- Tsinghua University, Department of Industrial Engineering, Beijing, China
| | - Qiucheng Li
- Tsinghua University, Department of Industrial Engineering, Beijing, China
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Lystad RP, Bierbaum M, Curtis K, Braithwaite J, Mitchell R. Unwarranted clinical variation in the care of children and young people hospitalised for injury: a population-based cohort study. Injury 2018; 49:1781-1786. [PMID: 30017178 DOI: 10.1016/j.injury.2018.07.009] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/18/2018] [Revised: 06/29/2018] [Accepted: 07/09/2018] [Indexed: 02/02/2023]
Abstract
INTRODUCTION Injury is a leading cause of death and disability among children and young people. Recovery may be negatively affected by unwarranted clinical variation such as representation to an emergency department (ED), readmission to a hospital, and mortality. The aim of this study was to examine unwarranted clinical variation across providers of care of children and young people who were hospitalised for injury in New South Wales (NSW). MATERIALS AND METHODS Retrospective population-based cohort study using linked ED, hospital, and mortality data of all children and young people aged ≤25 years who were injured and hospitalised during 1 January 2010-30 June 2014 in NSW. Unwarranted clinical variation across providers was examined using three indicators. That is, for each hospital that treated ≥100 cases per year, risk standardised ratios were calculated with 95% and 99.8% confidence limits using the number of observed and expected events of (1) representations to ED within 72 h, (2) unplanned readmissions to hospital within 28 days, and (3) all-cause mortality within 30 days. RESULTS There were 189,990 injury-related hospitalisations of children and young people. Of these, 4.4% represented to an ED, 8.7% were readmitted to hospital, and 0.2% died. Of the 45 public hospitals that treated ≥100 cases per year, higher than expected rates of ED representations, hospital readmissions, and mortality were observed in eleven, six, and two hospitals, respectively. CONCLUSION The rates of ED representations, hospital readmissions, and mortality among children and young people hospitalised for injury in NSW were similar to the rates reported in other countries. However, unwarranted clinical variation across public hospitals was observed for all three indicators. These findings suggest that by improving routine follow-up support services post-discharge for children and young people and their families, it may be possible to reduce unwarranted clinical variation and improve health outcomes.
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Affiliation(s)
- Reidar P Lystad
- Australian Institute of Health Innovation, Macquarie University, Sydney, Australia.
| | - Mia Bierbaum
- Australian Institute of Health Innovation, Macquarie University, Sydney, Australia
| | - Kate Curtis
- Sydney Nursing School, University of Sydney, Sydney, Australia
| | - Jeffrey Braithwaite
- Australian Institute of Health Innovation, Macquarie University, Sydney, Australia
| | - Rebecca Mitchell
- Australian Institute of Health Innovation, Macquarie University, Sydney, Australia
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McDonald CC, Brawner BM, Fargo J, Swope J, Sommers MS. Development of a Theoretically Grounded, Web-Based Intervention to Reduce Adolescent Driver Inattention. J Sch Nurs 2017; 34:270-280. [PMID: 28553750 DOI: 10.1177/1059840517711157] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
Motor vehicle crashes are the leading cause of adolescent death. Inattention to the roadway contributes to crash risk and often results from distractions, such as cell phone calls, texting, and peer passengers. We report on the development of a web-based intervention based on the Theory of Planned Behavior that aims to reduce adolescent driver inattention ( Let's Choose Ourselves). In Phase I, we collected qualitative and quantitative data on adolescents' attitudes, perceived behavioral control, and subjective norms about driver inattention through focus groups with newly licensed adolescent drivers. In Phase II, we developed the content in an e-learning delivery system, performed beta- and pilot testing, and made refinements. In Phase III, we conducted a randomized controlled trial to evaluate feasibility. The development of Let's Choose Ourselves provides information for school nurses regarding intervention development strategies as well as promotion of safe adolescent driving by reducing driver inattention.
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Affiliation(s)
- Catherine C McDonald
- 1 School of Nursing, University of Pennsylvania, Philadelphia, PA, USA.,2 Department of Pediatrics, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA.,3 Center for Injury Research and Prevention, The Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | | | - Jamison Fargo
- 4 Department of Psychology, Utah State University, Logan, UT, USA
| | - Jennifer Swope
- 5 The Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Marilyn S Sommers
- 1 School of Nursing, University of Pennsylvania, Philadelphia, PA, USA
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9
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Bingham CR, Simons-Morton BG, Pradhan AK, Li K, Almani F, Falk EB, Shope JT, Buckley L, Ouimet MC, Albert PS. Peer Passenger Norms and Pressure: Experimental Effects on Simulated Driving Among Teenage Males. TRANSPORTATION RESEARCH. PART F, TRAFFIC PSYCHOLOGY AND BEHAVIOUR 2016; 41:124-137. [PMID: 27818610 PMCID: PMC5094360 DOI: 10.1016/j.trf.2016.06.007] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
Abstract
OBJECTIVE Serious crashes are more likely when teenage drivers have teenage passengers. One likely source of this increased risk is social influences on driving performance. This driving simulator study experimentally tested the effects of peer influence (i.e., risk-accepting compared to risk-averse peer norms reinforced by pressure) on the driving risk behavior (i.e., risky driving behavior and inattention to hazards) of male teenagers. It was hypothesized that peer presence would result in greater driving risk behavior (i.e., increased driving risk and reduced latent hazard anticipation), and that the effect would be greater when the peer was risk-accepting. METHODS Fifty-three 16- and 17-year-old male participants holding a provisional U.S., State of Michigan driver license were randomized to either a risk-accepting or risk-averse condition. Each participant operated a driving simulator while alone and separately with a confederate peer passenger. The simulator world included scenarios designed to elicit variation in driving risk behavior with a teen passenger present in the vehicle. RESULTS Significant interactions of passenger presence (passenger present vs. alone) by risk condition (risk-accepting vs. risk-averse) were observed for variables measuring: failure to stop at yellow light intersections (Incident Rate Ratio (IRR)=2.16; 95% Confidence Interval [95CI]=1.06, 4.43); higher probability of overtaking (IRR=10.17; 95CI=1.43, 73.35); shorter left turn latency (IRR=0.43; 95CI=0.31,0.60); and, failure to stop at an intersection with an occluded stop sign (IRR=7.90; 95CI=2.06,30.35). In all cases, greater risky driving by participants was more likely with a risk-accepting passenger versus a risk-averse passenger present and a risk-accepting passenger present versus driving alone. CONCLUSIONS Exposure of male teenagers to a risk-accepting confederate peer passenger who applied peer influence increased simulated risky driving behavior compared with exposure to a risk-averse confederate peer passenger or driving alone. These results are consistent with the contention that variability in teenage risky driving is in part explained by social influences.
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Affiliation(s)
- C Raymond Bingham
- University of Michigan Transportation Research Institute, 2091 Baxter Road, Ann Arbor, MI 48109-2150
| | - Bruce G Simons-Morton
- Eunice Kennedy Shriver National Institute on Child Health and Human Development, 6100 Executive Blvd Room 7B13M, MSC 7510, Bethesda MD 20892-7510
| | - Anuj K Pradhan
- University of Michigan Transportation Research Institute, 2091 Baxter Road, Ann Arbor, MI 48109-2150
| | - Kaigang Li
- Eunice Kennedy Shriver National Institute on Child Health and Human Development, 6100 Executive Blvd Room 7B13M, MSC 7510, Bethesda MD 20892-7510
| | - Farideh Almani
- University of Michigan Transportation Research Institute, 2091 Baxter Road, Ann Arbor, MI 48109-2150
| | - Emily B Falk
- Annenberg School for Communication, University of Pennsylvania, 3620 Walnut Street, Philadelphia, PA 19104-6220
| | - Jean T Shope
- University of Michigan Transportation Research Institute, 2091 Baxter Road, Ann Arbor, MI 48109-2150
| | - Lisa Buckley
- University of Michigan Transportation Research Institute, 2091 Baxter Road, Ann Arbor, MI 48109-2150
| | - Marie Claude Ouimet
- Département des Sciences de la Santé Communautaire, Université de Sherbrooke, 2500, boul. de l'Université, Sherbrooke (Québec) CANADA J1K 2R1
| | - Paul S Albert
- Eunice Kennedy Shriver National Institute on Child Health and Human Development, 6100 Executive Blvd Room 7B13M, MSC 7510, Bethesda MD 20892-7510
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10
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Falk EB, Cascio CN, O'Donnell MB, Carp J, Tinney FJ, Bingham CR, Shope JT, Ouimet MC, Pradhan AK, Simons-Morton BG. Neural responses to exclusion predict susceptibility to social influence. J Adolesc Health 2014; 54:S22-31. [PMID: 24759437 PMCID: PMC4144831 DOI: 10.1016/j.jadohealth.2013.12.035] [Citation(s) in RCA: 68] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/19/2013] [Revised: 12/24/2013] [Accepted: 12/26/2013] [Indexed: 10/25/2022]
Abstract
PURPOSE Social influence is prominent across the lifespan, but sensitivity to influence is especially high during adolescence and is often associated with increased risk taking. Such risk taking can have dire consequences. For example, in American adolescents, traffic-related crashes are leading causes of nonfatal injury and death. Neural measures may be especially useful in understanding the basic mechanisms of adolescents' vulnerability to peer influence. METHODS We examined neural responses to social exclusion as potential predictors of risk taking in the presence of peers in recently licensed adolescent drivers. Risk taking was assessed in a driving simulator session occurring approximately 1 week after the neuroimaging session. RESULTS Increased activity in neural systems associated with the distress of social exclusion and mentalizing during an exclusion episode predicted increased risk taking in the presence of a peer (controlling for solo risk behavior) during a driving simulator session outside the neuroimaging laboratory 1 week later. These neural measures predicted risky driving behavior above and beyond self-reports of susceptibility to peer pressure and distress during exclusion. CONCLUSIONS These results address the neural bases of social influence and risk taking; contribute to our understanding of social and emotional function in the adolescent brain; and link neural activity in specific, hypothesized, regions to risk-relevant outcomes beyond the neuroimaging laboratory. Results of this investigation are discussed in terms of the mechanisms underlying risk taking in adolescents and the public health implications for adolescent driving.
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Affiliation(s)
- Emily B Falk
- Annenberg School for Communication, University of Pennsylvania, Philadelphia, Pennsylvania.
| | - Christopher N Cascio
- Annenberg School for Communication, University of Pennsylvania, Philadelphia, Pennsylvania
| | | | - Joshua Carp
- Department of Psychology, University of Michigan, Ann Arbor, Michigan
| | - Francis J Tinney
- Institute for Social Research, University of Michigan, Ann Arbor, Michigan
| | - C Raymond Bingham
- University of Michigan Transportation Research Institute (UMTRI), University of Michigan, Ann Arbor, Michigan
| | - Jean T Shope
- University of Michigan Transportation Research Institute (UMTRI), University of Michigan, Ann Arbor, Michigan
| | - Marie Claude Ouimet
- Faculty of Medicine and Health Sciences, University of Sherbrooke, Longueuil, Quebec, Canada
| | - Anuj K Pradhan
- University of Michigan Transportation Research Institute (UMTRI), University of Michigan, Ann Arbor, Michigan
| | - Bruce G Simons-Morton
- Eunice Kennedy Shriver National Institute of Child Health and Human Development, Health Behavior Branch, Bethesda, Maryland
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