Abstract
Objectives
Traumatic brain injury (TBI) is differentially concentrated within incarcerated populations. Despite the consistency of this observation, the timing of within-individual changes in criminal justice contact in relation to TBI remains under-investigated. For example, previous studies have primarily considered TBI as a causal influence of later criminal justice contact. However, TBI may also serve as a consequence of criminal justice contact or a criminogenic lifestyle. The current study simultaneously observes both possibilities by examining criminal justice contact before, around the time of, and after the first reported TBI.
Methods
Drawing from a combination of self-report and lifetime official record data from a jail cohort admitted between February 2017 and September 2017 and who sustained their first reported TBI at age 21 or older (N = 531), the current study examines jail admissions in the 24 months before and 24 months after the first reported TBI and across eight biannual intervals (N = 4,248 person-periods).
Results
Any and misdemeanor admissions slightly increased pre-TBI and continued to increase around the time of and following TBI, never returning to pre-TBI levels. Felony admissions remained stable around the time of injury and increased post-TBI. Further analyses that incorporated a comparison group revealed that these patterns are unique to the TBI group and not a result of a larger systematic process.
Conclusions
These findings indicate that the probability of jail admission is greatest post-TBI, but also increases leading up to sustaining a TBI.
Similar content being viewed by others
Notes
We acknowledge that the term “criminal justice contact” may evoke a wide range of processes that include informal interactions with law enforcement, arrest, conviction, incarceration, and reentry to the community. The goal of the current study is not to examine all of these intricate and intertwined processes, as such an inquiry would move far outside of the research questions examined. Rather, the use of “criminal justice contact” within the context of the current study refers to the fact that the examined outcomes are measured using jail admissions, which are an, albeit imperfect, proxy for arrest but do not necessarily reflect conviction or incarceration. For this reason, we use this term in a narrower application than what may have been used in previous studies.
Importantly, it remains possible that TBI may still serve as a proximate cause of criminal justice contact in this scenario, but the ultimate cause would be attributed to internalized traits and influences. This possibility further underscores the bidirectional nature of these two hypotheses and demonstrates the importance of emphasizing their modularity in a causal framework.
Of the 4,713 individuals included in the examined cohort, 544 (or approximately 12%) reported a TBI before the age of 21.
As described in the main text, data were structured around the midpoint of the year in which the first TBI was reported, so the “24 month follow up period” does not necessarily refer to the 24 months that follow release from the offense that occurred during the recruitment period (February 21, 2017 and September 12, 2017). Rather, it refers to the 24 months that follow the midpoint of the year in which the first TBI was reported. Structuring the data in this way and the availability of lifetime admissions data allowed us to retain a much larger number of cohort members, increasing variability and statistical power and is also necessary to examine structured changes in admissions in relation to the timing of TBI.
The decision to employ biannual intervals was driven primarily by limited month-to-month variation in admissions (particularly for felony admissions). More specifically, only one study month displayed any admission prevalence that exceeded 5% (6 months post the mid-point of the year in which the first TBI was reported). This pattern was even more pronounced for felony admissions, in which only one study month displayed a prevalence that exceeded 3% (13 months post the midpoint of the year of the first reported TBI) and several months with a prevalence of less than 1%. For these reasons, we decided to pool the monthly intervals into biannual intervals.
These findings suggest that while the observed association appears to increase with age, a similar pattern was observed across all ages, suggesting that more generic aging processes are not responsible for the examined trajectories of jail admissions.
We are grateful to one of the anonymous reviewers for pointing out this possibility.
References
Alderman N (2003) Contemporary approaches to the management of irritability and aggression following traumatic brain injury. Neuropsychol Rehabil 13(1–2):211–240. https://doi.org/10.1080/09602010244000327
Berk R, Barnes G, Ahlman L, Kurtz E (2010) When second best is good enough: a comparison between a true experiment and a regression discontinuity quasi-experiment. J Exp Criminol 6(2):191–208. https://doi.org/10.1007/s11292-010-9095-3
Blakemore SJ (2018) Inventing ourselves: the secret life of the teenage brain (First US). PublicAffairs, New York
Bronson J, Berzofsky M (2017) Indicators of mental health problems reported by prisoners and jail inmates, 2011–12 (Bureau of Justice Statistics NCJ 250612), Washington DC
Bronson J, Stroop J, Zimmer S, Berzofsky M (2017) Drug Use, dependence, and abuse among state prisoners and jail inmates, 2007–2009 (Bureau of Justice Statistics NCJ 250546). U.S. Department of Justice
Centers for Disease Control and Prevention (2017) Report to Congress on traumatic brain injury in the United States-epidemiology and rehabilitation. Atlanta, GA: National Center for Injury Prevention and Control, Division of Unintentional Injury Prevention
Chaput G, Giguère J-F, Chauny J-M, Denis R, Lavigne G (2009) Relationship among subjective sleep complaints, headaches, and mood alterations following a mild traumatic brain injury. Sleep Med 10(7):713–716. https://doi.org/10.1016/j.sleep.2008.07.015
Connolly EJ, McCormick BF (2019) Mild traumatic brain injury and psychopathology in adolescence: evidence from the project on human development in chicago neighborhoods. J Adolesc Health 65(1):79–85. https://doi.org/10.1016/j.jadohealth.2018.12.023
Corrigan JD, Bogner J (2007) Initial reliability and validity of the Ohio state university TBI identification method. J Head Trauma Rehabil 22(6):318–329. https://doi.org/10.1097/01.HTR.0000300227.67748.77
Dean CW, Brame R, Piquero AR (1996) Criminal propensities, discrete groups of offenders, and persistence in crime*. Criminology 34(4):547–574. https://doi.org/10.1111/j.1745-9125.1996.tb01219.x
Dikmen SS, Corrigan JD, Levin HS, MacHamer J, Stiers W, Weisskopf MG (2009) Cognitive outcome following traumatic brain injury. J Head Trauma Rehabil 24(6):430–438. https://doi.org/10.1097/HTR.0b013e3181c133e9
Dyer KFW, Bell R, McCann J, Rauch R (2006) Aggression after traumatic brain injury: analysing socially desirable responses and the nature of aggressive traits. Brain Inj 20(11):1163–1173. https://doi.org/10.1080/02699050601049312
Fahmy C, Jackson DB, Pyrooz DC, Decker SH (2020) Head injury in prison: gang membership and the role of prison violence. J Crim Just 67:101658. https://doi.org/10.1016/j.jcrimjus.2020.101658
Farrer TJ, Hedges DW (2011) Prevalence of traumatic brain injury in incarcerated groups compared to the general population: a meta-analysis. Prog Neuropsychopharmacol Biol Psychiatry 35(2):390–394. https://doi.org/10.1016/J.PNPBP.2011.01.007
Farrer TJ, Frost RB, Hedges DW (2013) Prevalence of traumatic brain injury in juvenile offenders: a meta-analysis. Child Neuropsychol 19(3):225–234. https://doi.org/10.1080/09297049.2011.647901
Fazel S, Baillargeon J (2011) The health of prisoners. Lancet 377(9769):956–965. https://doi.org/10.1016/S0140-6736(10)61053-7
Fazel S, Lichtenstein P, Grann M, Långström N (2011) Risk of violent crime in individuals with epilepsy and traumatic brain injury: a 35-year Swedish population study. PLoS Med 8(12):e1001150. https://doi.org/10.1371/journal.pmed.1001150
Fazel S, Hayes AJ, Bartellas K, Clerici M, Trestman R (2016) Mental health of prisoners: prevalence, adverse outcomes, and interventions. Lancet Psychiatry 3(9):871–881. https://doi.org/10.1016/S2215-0366(16)30142-0
Frost RB, Farrer TJ, Primosch M, Hedges DW (2013) Prevalence of traumatic brain injury in the general adult population: a meta-analysis. Neuroepidemiology 40(3):154–159. https://doi.org/10.1159/000343275
Glover N, Gorgens K, Lehto M, Meyer L, Dettmer J, Gafford J (2018) Sensitivity and specificity of the Ohio State University traumatic brain injury identification method to neuropsychological impairment. Crim Justice Behav 45(6):885–901. https://doi.org/10.1177/0093854818765043
Gottfredson MR, Hirschi T (1990) A general theory of crime. Stanford University Press, Stanford
Horney J, Osgood DW, Marshall IH (1995) Criminal careers in the short-term: intra-individual variability in crime and its relation to local life circumstances. Am Sociol Rev 60(5):655–673
Jackson TL, Braun JM, Mello M, Triche EW, Buka SL (2017) The relationship between early childhood head injury and later life criminal behaviour: a longitudinal cohort study. J Epidemiol Community Health 71(8):800–805. https://doi.org/10.1136/jech-2016-208582
Jennings WG, Piquero AR, Reingle JM (2012) On the overlap between victimization and offending: a review of the literature. Aggress Violent Beh 17(1):16–26. https://doi.org/10.1016/j.avb.2011.09.003
Kirk DS, Wakefield S (2018) Collateral consequences of punishment: a critical review and path forward. Annual Rev Criminol 1(1):171–194. https://doi.org/10.1146/annurev-criminol-032317-092045
Linden M, Hawley C, Blackwood B, Evans J, Anderson V, O’Rourke C (2016) Technological aids for the rehabilitation of memory and executive functioning in children and adolescents with acquired brain injury. Cochrane Database Syst Rev. https://doi.org/10.1002/14651858.CD011020.pub2
Massoglia M, Pridemore WA (2015) Incarceration and health. Ann Rev Sociol 41(1):291–310. https://doi.org/10.1146/annurev-soc-073014-112326
McAllister TW, Saykin AJ, Flashman LA, Sparling MB, Johnson SC, Guerin SJ, Mamourian AC, Weaver JB, Yanofsky N (1999) Brain activation during working memory 1 month after mild traumatic brain injury: a functional MRI study. Neurology 53(6):1300–1300. https://doi.org/10.1212/WNL.53.6.1300
McKinlay A, Horwood LJ, Fergusson DM (2016) Accuracy of self-report as a method of screening for lifetime occurrence of traumatic brain injury events that resulted in hospitalization. J Int Neuropsychol Soc 22(7):717–723. https://doi.org/10.1017/S1355617716000497
O’Rourke C, Linden MA, Lohan M (2018) Traumatic brain injury and abuse among female offenders compared to non-incarcerated controls. Brain Inj 32(13–14):1787–1794. https://doi.org/10.1080/02699052.2018.1539872
Pinheiro J, Bates D, DebRoy S, Sarkar D, R Core Team (2020) nlme: Linear and Nonlinear Mixed Effects Models. https://CRAN.R-project.org/package=nlme
Polito MZ, Thompson JWG, DeFina PA (2010) A review of the international brain research foundation novel approach to mild traumatic brain injury presented at the international conference on behavioral health and traumatic brain injury. J Am Acad Nurse Pract 22(9):504–509. https://doi.org/10.1111/j.1745-7599.2010.00540.x
Powell JM, Machamer JE, Temkin NR, Dikmen SS (2001) Self-report of extent of recovery and barriers to recovery after traumatic brain injury: a longitudinal study. Arch Phys Med Rehabil 82(8):1025–1030. https://doi.org/10.1053/apmr.2001.25082
Pratt TC, Turanovic JJ (2016) Lifestyle and routine activity theories revisited: the importance of “risk” to the study of victimization. Victims Offenders 11(3):335–354. https://doi.org/10.1080/15564886.2015.1057351
R Core Team (2019) R: A Language and Environment for Statistical Computing (3.6.1) [Computer software]. R Foundation for Statistical Computing. https://www.R-project.org
Rabe-Hesketh S, Skrondal A (2012) Multilevel and longitudinal modeling Using Stata, (3rd Edition), Stata Press Volumes I and II, College Station
Rao V, Rosenberg P, Bertrand M, Salehinia S, Spiro J, Vaishnavi S, Rastogi P, Noll K, Schretlen DJ, Brandt J, Cornwell E, Makley M, Miles QS (2009) Aggression After traumatic brain injury: prevalence and correlates. J Neuropsychiatry Clin Neurosci 21(4):420–429. https://doi.org/10.1176/jnp.2009.21.4.420
Raskin SA, Rearick E (1996) Verbal fluency in individuals with mild traumatic brain injury. Neuropsychology 10(3):416–422. https://doi.org/10.1037/0894-4105.10.3.416
Ray B, Richardson NJ (2017) Traumatic brain injury and recidivism among returning inmates. Crim Justice Behav 44(3):472–486. https://doi.org/10.1177/0093854816686631
Rocque M (2015) The lost concept: the (re)emerging link between maturation and desistance from crime. Criminol Crim Just 15(3):340–360. https://doi.org/10.1177/1748895814547710
Roy D, Vaishnavi S, Han D, Rao V (2017) Correlates and prevalence of aggression at six months and one year after first-time traumatic brain injury. J Neuropsychiatry Clin Neurosci 29(4):334–342. https://doi.org/10.1176/appi.neuropsych.16050088
Sariaslan A, Lichtenstein P, Larsson H, Fazel S (2016a) Triggers for violent criminality in patients with psychotic disorders. JAMA Psychiat 73(8):796–803. https://doi.org/10.1001/jamapsychiatry.2016.1349
Sariaslan A, Sharp DJ, D’Onofrio BM, Larsson H, Fazel S (2016b) Long-term outcomes associated with traumatic brain injury in childhood and adolescence: a nationwide swedish cohort study of a wide range of medical and social outcomes. PLoS Med 13(8):15–19. https://doi.org/10.1371/journal.pmed.1002103
Schofield P, Butler T, Hollis S, D’Este C (2011) Are prisoners reliable survey respondents A validation of self-reported traumatic brain injury (TBI) against hospital medical records. Brain Inj 25(1):74–82. https://doi.org/10.3109/02699052.2010.531690
Schreck CJ (1999) Criminal victimization and low self-control: an extension and test of a general theory of crime. Justice Q 16(3):633–654. https://doi.org/10.1080/07418829900094291
Schreck CJ, Stewart EA, Fisher BS (2006) Self-control, Victimization, and their influence on risky lifestyles: a longitudinal analysis using panel data. J Quant Criminol 22(4):319–340. https://doi.org/10.1007/s10940-006-9014-y
Schwartz JA (2019) A longitudinal assessment of head injuries as a source of acquired neuropsychological deficits and the implications for criminal persistence. Justice Q. https://doi.org/10.1080/07418825.2019.1599044
Schwartz JA, Connolly EJ, Brauer JR (2017) Head injuries and changes in delinquency from adolescence to emerging adulthood: the importance of self-control as a mediating influence. J Res Crime Delinq 54(6):869–901. https://doi.org/10.1177/0022427817710287
Schwartz JA, Connolly EJ, Valgardson BA (2018) An evaluation of the directional relationship between head injuries and subsequent changes in impulse control and delinquency in a sample of previously adjudicated males. J Crim Justice 56(August):70–80. https://doi.org/10.1016/j.jcrimjus.2017.08.004
Schwartz JA, Jodis CA, Breen KM, Parker BN (2019) Brain injury and adverse outcomes: a contemporary review of the evidence. Curr Opin Psychol 27:67–71. https://doi.org/10.1016/j.copsyc.2018.09.006
Schwartz JA, Fitter B, Jodis CA (2020) The impact of brain injury on within-individual changes in moral disengagement: Implications for criminal and antisocial behavior. J Exp Criminol 16(3):407–429. https://doi.org/10.1007/s11292-020-09439-6
Scott C, McKinlay A, McLellan T, Britt E, Grace R, MacFarlane M (2015) A comparison of adult outcomes for males compared to females following pediatric traumatic brain injury. Neuropsychology 29(4):501–508. https://doi.org/10.1037/neu0000074
Shiroma EJ, Ferguson PL, Pickelsimer EE (2010) Prevalence of traumatic brain injury in an offender population: a meta-analysis. J Correct Health Care 16(2):147–159. https://doi.org/10.1177/1078345809356538
Singer JD, Willett JB (2003) Applied longitudinal data analysis. Oxford University Press, New York
Slaughter B, Fann JR, Ehde D (2003) Traumatic brain injury in a county jail population: prevalence, neuropsychological functioning and psychiatric disorders. Brain Inj 17(9):731–741. https://doi.org/10.1080/0269905031000088649
Stekhoven DJ, Bühlmann P (2012) MissForest—Non-parametric missing value imputation for mixed-type data. Bioinformatics 28(1):112–118. https://doi.org/10.1093/bioinformatics/btr597
Taylor CA, Bell JM, Breiding MJ, Xu L (2017) Traumatic brain injury-related emergency department visits, hospitalizations, and deaths—United States, 2007 and 2013. MMWR Surveill Summ 66(9):1–16. https://doi.org/10.15585/mmwr.ss6609a1
Visher CA, Debus-Sherrill SA, Yahner J (2011) Employment after prison: a longitudinal study of former prisoners. Justice Q 28(5):698–718. https://doi.org/10.1080/07418825.2010.535553
Visher CA, Lattimore PK, Barrick K, Tueller S (2017) Evaluating the long-term effects of prisoner reentry services on recidivism: what types of services matter? Justice Q 34(1):136–165. https://doi.org/10.1080/07418825.2015.1115539
Wall K, Gorgens K, Dettmer J, Davis TM, Gafford J (2018) Violence-related traumatic brain injury in justice-involved women. Crim Justice Behav 45(10):1588–1605. https://doi.org/10.1177/0093854818778082
Western B, Braga AA, Davis J, Sirois C (2015) Stress and hardship after prison. Am J Sociol 120(5):1512–1547. https://doi.org/10.1086/681301
Wood SN (2003) Thin-plate regression splines. J R Statistical Soc (b) 65(1):95–114
Wood SN (2017) Generalized additive models: an introduction with R, 2nd edn. Chapman and Hall/CRC, Boca Raton
Wright BRE, Caspi A, Moffitt TE, Silva PA (2001) The effects of social ties on crime vary by criminal propensity: a life-course model of interdependence*. Criminology 39(2):321–348. https://doi.org/10.1111/j.1745-9125.2001.tb00925.x
Zhang SX, Roberts REL, Callanan VJ (2006) Preventing parolees from returning to prison through community-based reintegration. Crime Delinq 52(4):551–571. https://doi.org/10.1177/0011128705282594
Zhao Q, Percival D (2017) Entropy balancing is doubly robust. J Causal Inference. https://doi.org/10.1515/jci-2016-0010
Acknowledgements
The authors would like to thank Amir Sarisalan, Jukka Savolainen, and Torbjørn Skardhamar for his helpful comments on previous drafts of this study, as well as Alex Kigerl for his assistance in preparing the examined data for analysis. We would also like to thank the anonymous reviewers for their helpful comments and suggestions.
Author information
Authors and Affiliations
Corresponding author
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary Information
Below is the link to the electronic supplementary material.
Rights and permissions
About this article
Cite this article
Schwartz, J.A., Wright, E.M., Spohn, R. et al. Changes in Jail Admissions Before and After Traumatic Brain Injury. J Quant Criminol 38, 1033–1056 (2022). https://doi.org/10.1007/s10940-021-09524-7
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10940-021-09524-7