Exploring the Effects of Mental Health Needs on Intermittency Among Justice-Involved Youth

AuthorNan Li,Sascha Hein,Diana Quintana,Matthew Shelton,Elena L. Grigorenko
Published date01 August 2022
Date01 August 2022
DOIhttp://doi.org/10.1177/00938548221085496
Subject MatterArticles
CRIMINAL JUSTICE AND BEHAVIOR, 2022, Vol. 49, No. 8, August 2022, 1173 –1191.
DOI: https://doi.org/10.1177/00938548221085496
Article reuse guidelines: sagepub.com/journals-permissions
© 2022 International Association for Correctional and Forensic Psychology
1173
EXPLORING THE EFFECTS OF MENTAL
HEALTH NEEDS ON INTERMITTENCY AMONG
JUSTICE-INVOLVED YOUTH
NAN LI
University of Houston
SASCHA HEIN
Freie Universität Berlin
DIANA QUINTANA
MATTHEW SHELTON
Harris County Juvenile Probation Department
ELENA L. GRIGORENKO
University of Houston
Baylor College of Medicine
This study aimed to (a) reliably obtain intermittency periods (i.e., time gaps between incarcerations) using days as the unit
of time and (b) investigate the effects of mental health needs assessed during the first incarceration on the hazard of subse-
quent reincarcerations among justice-involved youth (JIY). The multiyear administrative data from Harris County, TX,
contained 28,255 JIY who were followed up until 18 years of age. There was a progressive shortening of the time gaps
between incarcerations over time. Results of conditional Cox models revealed that mental health needs had sustained, though
weakened, effects on future intermittency periods. An increased reincarceration risk (shorter intermittent intervals between
incarcerations) was associated with higher self-reported ratings of Alcohol/Drug Use and Angry-Irritable. A decreased rein-
carceration risk (longer intermittent intervals between incarcerations) was associated with higher self-reported ratings of
Depression/Anxiety and Somatic Complaints. Theoretical and practical implications are discussed.
Keywords: survival analysis; criminal career; intermittency; mental health; PWP model; incarceration
It has been recognized that individuals show irregular offending behavior. In his seminal
work, Matza (1964) noted that individuals who engage in delinquent behavior are
“casually, intermittently, and transiently immersed in a pattern of illegal action” (p. 28),
suggesting that criminal activity entails stops and starts over a criminal career. Observations
of variable temporary suspensions from criminal activity within a criminal career
AUTHORS’ NOTE: We thank Joslyn Cavitt for her editorial assistance with this article. Different data from
the same sample have been used in previous publications. This research was supported by the Eunice
Kennedy Shriver National Institute of Child Health and Development (P20HD091005; PI: Elena L.
Grigorenko). Correspondence concerning this article should be addressed to Elena L. Grigorenko, TIMES,
University of Houston, 4349 Martin Luther King Boulevard, Houston, TX 77204-6022; e-mail: elena.grigo-
renko@times.uh.edu.
1085496CJBXXX10.1177/00938548221085496Criminal Justice and BehaviorLi et al. / MENTAL HEALTH AND INTERMITTENCY
research-article2022
1174 CRIMINAL JUSTICE AND BEHAVIOR
challenge conventional ways of conceptualizing desistance (Carlsson, 2012; van Koppen
et al., 2020). A change from offending to permanent nonoffending is central to desistance
(Bushway et al., 2001). Relatedly, desistance is viewed as a gradual process wherein time
gaps between offenses increase until the permanent termination of criminal activity; how-
ever, at what point the permanent termination occurs remains ambiguous. According to
Farrington (1986), “even a five-year or ten-year crime-free period is no guarantee that
offending has terminated” (p. 201). As a result, some scholars have focused on studying
intermittency, which represents the lulls or time gaps between consecutive offenses
(Piquero, 2004). Intermittency is different from desistance as it does not involve a perma-
nence of nonoffending. Yet, intermittency is closely related to desistance because longer
time gaps between offenses imply a process toward desistance, which may eventually
result in the termination of a criminal career (Metcalfe & Baker, 2014). Given the unique
nature of intermittency, it has been proposed to be a crucial dimension of a criminal
career, and is as important as onset, persistence, and desistance, which are central to
developmental/life-course criminology (DLC; Baker et al., 2015).
In recent years, a growing body of qualitative and quantitative research has been con-
ducted to characterize intermittency (Baker et al., 2015; Carlsson, 2012; DeShay & Vieraitis,
2019; Metcalfe & Baker, 2014; Metcalfe et al., 2019; Ouellet, 2019; van Koppen et al.,
2020), but only a handful of quantitative studies have explored risk factors that are related
to intermittency (Baker et al., 2015; Metcalfe & Baker, 2014; Metcalfe et al., 2019). Indeed,
nascent studies of intermittency are characterized by relatively little theoretical and empiri-
cal groundwork as compared with other topics in DLC (Baker et al., 2015). A comprehen-
sive understanding of the relationships between various dynamic risk factors such as mental
health problems and intermittency would underscore the importance of intermittency in
DLC, and, more importantly, would inform interventions and policies for rehabilitation.
Moreover, existing quantitative research has overwhelmingly used a “coarse-meshed time
scale” (van Koppen et al., 2020, p. 5)—months—as the unit of time to approximate the
intermittent intervals between offenses, which may attenuate the reliability of intermittency
periods and may eventually dilute the impact of risk factors on intermittency.
Using longitudinal data provided by the Harris County (Greater Houston area, Texas)
Juvenile Probation Department (HCJPD), the current study aimed to advance the existing
literature by investigating the effects of mental health needs assessed during the first incar-
ceration of justice-involved youth (JIY) on subsequent intermittency periods between incar-
cerations up to 18 years of age. The present study features: (a) a more reliable estimation
of intermittency periods using court records that contain specific dates for incarceration and
discharge; (b) an extended list of risk factors related to intermittency that includes mental
health needs; and (c) the application of survival analysis techniques to explore the relation-
ship between mental health needs and intermittency while taking chronicity into account.
INTERMITTENCY AS A UNIQUE DIMENSION OF CRIMINAL CAREER
Piquero (2004) defined intermittency as “a temporary abstinence from criminal activity
during a particular period of time only to be followed by a resumption of criminal activity
after a particular period of time” (p. 108). Empirically, intermittency can be operationalized
as exposure time, or “time for which individuals are free on the street to commit crime”
(Piquero, 2004, p. 108). The sporadic periods of abstinence from offending arguably results

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