Abstract
Research has suggested that involvement in offending can contribute to subsequent mental health problems, although the processes through which offending influences adverse mental health remain unclear. Recognizing the need to evaluate intervening factors in this relationship, we focus on the potential mediating role of parenting in the link between offending and mental health problems. Drawing on a sample of serious adolescent offenders from the Pathways to Desistance Study, we test the direct and indirect effects of several dimensions of parenting (hostility, warmth, knowledge, and monitoring) in the relationship between violent offending and mental health problems. Results from multiple mediation models show that violent offending influences mental health problems directly as well as indirectly through parental hostility. Findings suggest that the erosion of social bonds, particularly with parents, may play an important role in understanding the link between offending and mental health problems. In addition, our findings emphasize the potential value of strengthening parent-child relationships in efforts to reduce reoffending.
Similar content being viewed by others
References
Ahonen, L. (2019). Violence and mental illness: An overview. Springer.
Barnert, E. S., Perry, R., & Morris, R. E. (2016). Juvenile incarceration and health. Academic Pediatrics, 16(2), 99–109. https://doi.org/10.1016/j.acap.2015.09.004.
Bavolek, S. J. (2000). The nurturing parenting programs. US Department of Justice, Office of Justice Programs, Office of Juvenile Justice and Delinquency Prevention.
Borschmann, R., Janca, E., Carter, A., Willoughby, M., Hughes, N., Snow, K., Stockings, E., Hill, N., Hocking, J., Love, A., Patton, G., Sawyer, S., Fazel, S., Pulijevic, C., Robinson, J., & Kinner, S. A. (2020). The health of adolescents in detention: A global scoping review. The Lancet Public Health, 5(2), e114–e126. https://doi.org/10.1016/S2468-2667(19)30217-8.
Bronfenbrenner, U., & Morris, P. (2006). The bioecological model of human development. In R. M. Lerner, & W. Damon (Eds.), Handbook of child psychology: Vol. 1. Theoretical models of human development (pp. 793–828). Wiley.
Capaldi, D. M. (1992). Co-occurrence of conduct problems and depressive symptoms in early adolescent boys: II. A 2-year follow-up at Grade 8. Development and Psychopathology, 4(1), 125–144. https://doi.org/10.1017/S0954579400005605.
Capaldi, D. M., & Stoolmiller, M. (1999). Co-occurrence of conduct problems and depressive symptoms in early adolescent boys: III. Prediction to young-adult adjustment. Development and Psychopathology, 11(1), 59–84. https://doi.org/10.1017/S0954579499001959.
Christ, S. L., Kwak, Y. Y., & Lu, T. (2017). The joint impact of parental psychological neglect and peer isolation on adolescents’ depression. Child Abuse and Neglect, 69, 151–162. https://doi.org/10.1016/j.chiabu.2017.04.015.
Collins, W. A., & Laursen, B. (2004). Changing relationships, changing youth: Interpersonal contexts of adolescent development. The Journal of Early Adolescence, 24(1), 55–62. https://doi.org/10.1177/0272431603260882.
Conger, R. D., Ge, X., Elder, G. H., Lorenz, F. O., & Simons, R. L. (1994). Economic stress, coercive family process, and developmental problems of adolescents. Child Development, 65(2), 541–561. https://doi.org/10.2307/1131401.
Davis, J. P., Dumas, T. M., Berey, B. L., Merrin, G. J., Cimpian, J. R., & Roberts, B. W. (2017). Effect of victimization on impulse control and binge drinking among serious juvenile offenders from adolescence to young adulthood. Journal of Youth and Adolescence, 46(7), 1515–1532. https://doi.org/10.1007/s10964-017-0676-6.
De Coster, S., & Heimer, K. (2001). The relationship between law violation and depression: An interactions analysis. Criminology, 39(4), 799–836. https://doi.org/10.1111/j.1745-9125.2001.tb00941.x.
Defoe, I. N., Farrington, D. P., & Loeber, R. (2013). Disentangling the relationship between delinquency and hyperactivity, low achievement, depression, and low socioeconomic status: Analysis of repeated longitudinal data. Journal of Criminal Justice, 41(2), 100–107. https://doi.org/10.1016/j.jcrimjus.2012.12.002.
DeLisi, M., Piquero, A. R., & Cardwell, S. M. (2016). The unpredictability of murder: Juvenile homicide in the pathways to desistance study. Youth Violence and Juvenile Justice, 14(1), 26–42. https://doi.org/10.1177/1541204014551805.
Derogatis, L. R., & Melisaratos, N. (1983). The brief Symptom Inventory: An introductory report. Psychological Medicine, 13(3), 595–605. https://doi.org/10.1017/S0033291700048017.
El-Sayed, S., Piquero, A. R., Schubert, C. A., Mulvey, E. P., Pitzer, L., & Piquero, N. L. (2016). Assessing the mental health/offending relationship across race/ethnicity in a sample of serious adolescent offenders. Criminal Justice Policy Review, 27(3), 265–301. https://doi.org/10.1177/0887403415575145.
Eun, J. D., Paksarian, D., He, J. P., & Merikangas, K. R. (2018). Parenting style and mental disorders in a nationally representative sample of US adolescents. Social Psychiatry and Psychiatric Epidemiology, 53(1), 11–20. https://doi.org/10.1007/s00127-017-1435-4.
Fagan, A. A., & Western, J. (2003). Gender differences in the relationship between offending, self-harm and depression in adolescence and young adulthood. Australian and New Zealand Journal of Criminology, 36(3), 320–337. https://doi.org/10.1375/acri.36.3.320.
Fazel, S., & Grann, M. (2006). The population impact of severe mental illness on violent crime. The American Journal of Psychiatry, 163(8), 1397–1403. https://doi.org/10.1176/ajp.2006.163.8.1397.
Fazel, S., Doll, H., & Långström, N. (2008). Mental disorders among adolescents in juvenile detention and correctional facilities: A systematic review and metaregression analysis of 25 surveys. Journal of the American Academy of Child and Adolescent Psychiatry, 47(9), 1010–1019. https://doi.org/10.1097/CHI.ObO13e31817eecf3.
Fazel, S., Wolf, A., Cheng, Z., Larsson, H., Goodwin, G. M., & Lichtenstein, P. (2015). Depression and violence: A swedish population study. The Lancet Psychiatry, 2, 224–232. https://doi.org/10.1016/S2215-0366(14)00128-X.
Finkelhor, D., Turner, H. A., Shattuck, A., & Hamby, S. L. (2013). Violence, crime, and abuse exposure in a national sample of children and youth: An update. JAMA Pediatrics, 167(7), 614–621. https://doi.org/10.1001/jamapediatrics.2013.42.
Fite, P. J., Colder, C. R., Lochman, J. E., & Wells, K. C. (2006). The mutual influence of parenting and boys’ externalizing behavior problems. Journal of Applied Developmental Psychology, 27(2), 151–164. https://doi.org/10.1016/j.appdev.2005.12.011.
Garthe, R. C., Sullivan, T., & Kliewer, W. (2015). Longitudinal relations between adolescent and parental behaviors, parental knowledge, and internalizing behaviors among urban adolescents. Journal of Youth and Adolescence, 44(4), 819–832. https://doi.org/10.1007/s10964-014-0112-0.
Gottfredson, M. R., & Hirschi, T. (1990). A general theory of crime. Stanford University Press.
Hagan, J. (1997). Defiance and despair: Subcultural and structural linkages between delinquency and despair in the life course. Social Forces, 76(1), 119–134. https://doi.org/10.1093/sf/76.1.119.
Hampton, A. S., Drabick, D. A. G., & Steinberg, L. (2014). Does IQ moderate the relation between psychopathy and juvenile offending? Law and Human Behavior, 38(1), 23–33. https://doi.org/10.1037/lhb0000036.
Hirschi, T. (1969). Causes of delinquency. University of California Press.
Hoeve, M., Dubas, J. S., Van der Eichelsheim, V. I., Smeenk, W., & Gerris, J. R. (2009). The relationship between parenting and delinquency: A meta-analysis. Journal of Abnormal Child Psychology, 37(6), 749–775. https://doi.org/10.1007/s10802-009-9310-8.
Huesmann, L. R., Boxer, P., Dubow, E. F., & Smith, C. (2019). Anxiety, depression, and offending in the Columbia County Longitudinal Study: A prospective analysis from late adolescence to middle adulthood. Journal of Criminal Justice, 62, 35–41. https://doi.org/10.1016/j.jcrimjus.2018.08.002.
Huizinga, D., Esbensen, F., & Weiher, A. W. (1991). Are there multiple paths to delinquency? Journal of Criminal Law and Criminology, 82, 83–118.
Jolliffe, D., Farrington, D. P., Brunton-Smith, I., Loeber, R., Ahonen, L., & Palacios, A. P. (2019). Depression, anxiety and delinquency: Results from the Pittsburgh Youth Study. Journal of Criminal Justice, 62, 42–49. https://doi.org/10.1016/j.jcrimjus.2018.08.004.
Kerr, M., & Stattin, H. (2003). Parenting of adolescents: Action or reaction? In A. C. Crouter, & A. C. Crouter (Eds.), Children’s influence on family dynamics (pp. 121–152). Taylor & Francis.
Kerr, M., Stattin, H., & Burk, W. J. (2010). A reinterpretation of parental monitoring in longitudinal perspective. Journal of Research on Adolescence, 20(1), 39–64. https://doi.org/10.1111/j.1532-7795.2009.00623.x.
Khaleque, A. (2017). Perceived parental hostility and aggression, and children’s psychological maladjustment, and negative personality dispositions: A meta-analysis. Journal of Child and Family Studies, 26(4), 977–988. https://doi.org/10.1007/s10826-016-0637-9.
Lippold, M. A., Hussong, A., Fosco, G., & Ram, N. (2021). Youth internalizing problems and changes in parent–child relationships across early adolescence: Lability and developmental trends. The Journal of Early Adolescence, 41(3), 472–497. https://doi.org/10.1177/0272431620931196.
Loeber, R., Farrington, D. P., Stouthamer-Loeber, M., & White, H. R. (2008). Violence and serious theft: Development and prediction from childhood to adulthood. Routledge.
MacMillan, H. L., Fleming, J. E., Streiner, D. L., Lin, E., Boyle, M. H., Jamieson, E., & Beardslee, W. R. (2001). Childhood abuse and lifetime psychopathology in a community sample. American Journal of Psychiatry, 158(11), 1878–1883. https://doi.org/10.1176/appi.ajp.158.11.1878.
McCormick, S., Peterson-Badali, M., & Skilling, T. A. (2017). The role of mental health and specific responsivity in juvenile justice rehabilitation. Law and Human Behavior, 41(1), 55–67. https://doi.org/10.1037/lhb0000228.
McGee, T. R., Hayatbakhsh, M. R., Bor, W., Cerruto, M., Dean, A., Alati, R., Mills, R., Williams, G. M., O’Callaghan, M., & Najman, J. M. (2011). Antisocial behavior across the life course: An examination of the effects of early onset desistence and early onset persistent antisocial behavior in adulthood. Australian Journal of Psychology, 63(1), 44–55. https://doi.org/10.1111/j.1742-9536.2011.00006.x.
Moffitt, T. E. (2006). Life-course-persistent versus adolescence-limited antisocial behavior: In D. Cicchetti & D. J. Cohen (Eds.), Developmental psychopathology: Vol 3. Risk, disorder, and adaption (2nd ed., pp. 570–598). Hoboken, NJ: John Wiley & Sons.
Monahan, J. (1992). Mental disorder and violent behavior: Perceptions and evidence. American Psychologist, 47(4), 511–521.
Morgan, Z., Brugha, T., Fryers, T., & Stewart-Brown, S. (2012). The effects of parent–child relationships on later life mental health status in two national birth cohorts. Social Psychiatry and Psychiatric Epidemiology, 47(11), 1707–1715. https://doi.org/10.1007/s00127-012-0481-1.
Mulvey, E. P., Schubert, C. A., & Piquero, A. (2014). Pathways to desistance: Final technical report. National Institute of Justice. https://www.ojp.gov/pdffiles1/nij/grants/244689.pdf.
Nelemans, S. A., Keijsers, L., Colpin, H., van Leeuwen, K., Bijttebier, P., Verschueren, K., & Goossens, L. (2020). Transactional links between social anxiety symptoms and parenting across adolescence: Between-and within‐person associations. Child Development, 91(3), 814–828. https://doi.org/10.1111/cdev.13236.
Odgers, C. L., Moffitt, T. E., Broadbent, J. M., Dickson, N., Hancox, R. J., Harrington, H., Poulton, R., Sears, M. R., Thomson, W. M., & Caspi, A. (2008). Female and male antisocial trajectories: From childhood origins to adult outcomes. Development and Psychopathology, 20(2), 673–716. https://doi.org/10.1017/S0954579408000333.
Osgood, D. W., Wilson, J. K., O’Malley, P. M., Bachman, J. G., & Johnston, L. D. (1996). Routine activities and individual deviant behavior. American Sociological Review, 61(4), 635–655. https://doi.org/10.2307/2096397.
Ozkan, T., Rocque, M., & Posick, C. (2019). Reconsidering the link between depression and crime: A longitudinal assessment. Criminal Justice and Behavior, 46(7), 961–979. https://doi.org/10.1177/0093854818799811.
Pardini, D. A. (2008). Novel insights into longstanding theories of bidirectional parent–child influences: Introduction to the special section. Journal of Abnormal Child Psychology, 36(5), 627–631. https://doi.org/10.1007/s10802-008-9231-y.
Patterson, G. R. (2002). The early development of coercive family process. In J. B. Reid, G. R. Patterson, & J. J. Snyder (Eds.), Antisocial behavior in children and adolescents: A developmental analysis and the Oregon model for intervention (pp. 25–44). American Psychological Association.
Patterson, G. R., & Stoolmiller, M. (1991). Replications of a dual failure model for boys’ depressed mood. Journal of Consulting and Clinical Psychology, 59(4), 491–498. https://doi.org/10.1037/0022-006X.59.4.491.
Patterson, G. R., Reid, J. B., & Dishion, T. J. (1992). Antisocial boys. Castalia Publishing Company.
Pescosolido, B. A., Medina, T. R., Martin, J. K., & Long, J. S. (2013). The “backbone” of stigma: Identifying the global core of public prejudice associated with mental illness. American Journal of Public Health, 103(5), 853–860. https://doi.org/10.2105/AJPH.2012.301147.
Piquero, A. R., Cardwell, S. M., Piquero, N. L., Jennings, W. G., & Reingle Gonzalez, J. M. (2016). How well do the adolescent risk factors predict re-arrest frequency across race/ethnicity among serious adolescent offenders? Journal of Crime and Justice, 39(1), 189–209. https://doi.org/10.1080/0735648X.2015.1106070.
Preacher, K. J., & Hayes, A. F. (2008). Asymptotic and resampling strategies for assessing and comparing indirect effects in multiple mediator models. Behavior Research Methods, 40(3), 879–891. https://doi.org/10.3758/BRM.40.3.879.
Pulkkinen, L., Lyyra, A. L., & Kokko, K. (2009). Life success of males on nonoffender, adolescence-limited, persistent, and adult-onset antisocial pathways: Follow-up from age 8 to 42. Aggressive Behavior, 35(2), 117–135. https://doi.org/10.1002/ab.20297.
Rigby, K., Slee, P. T., & Martin, G. (2007). Implications of inadequate parental bonding and peer victimization for adolescent mental health. Journal of Adolescence, 30(5), 801–812. https://doi.org/10.1016/j.adolescence.2006.09.008.
Sampson, R. J., & Laub, J. H. (1993). Crime in the making: Pathways and turning points through life. Harvard University Press.
Selner-O’Hagan, M. B., Kindlon, D. J., Buka, S. L., Raudenbush, S. W., & Earls, F. J. (1998). Assessing exposure to violence in urban youth. Journal of Child Psychology & Psychiatry & Allied Disciplines, 39(2), 215. https://doi.org/10.1017/S002196309700187X.
Shimura, A., Takaesu, Y., Nakai, Y., Murakoshi, A., Ono, Y., Matsumoto, Y., Kusumi, I., & Inoue, T. (2017). Childhood parental bonding affects adulthood trait anxiety through self-esteem. Comprehensive Psychiatry, 74, 15–20. https://doi.org/10.1016/j.comppsych.2016.12.005.
Shufelt, J. L., & Cocozza, J. J. (2006). Youth with mental health disorders in the juvenile justice system: Results from a multi-state prevalence study. National Center for Mental Health and Juvenile Justice.
Stafford, M., Kuh, D. L., Gale, C. R., Mishra, G., & Richards, M. (2016). Parent–child relationships and offspring’s positive mental wellbeing from adolescence to early older age. The Journal of Positive Psychology, 11(3), 326–337. https://doi.org/10.1080/17439760.2015.1081971.
Steinberg, L., Lamborn, S. D., Dornbusch, S. M., & Darling, N. (1992). Impact of parenting practices on adolescent achievement: Authoritative parenting, school involvement, and encouragement to succeed. Child Development, 63(5), 1266–1281. https://doi.org/10.2307/1131532.
Swanson, J. W., McGinty, E. E., Fazel, S., & Mays, V. M. (2015). Mental illness and reduction of gun violence and suicide: Bringing epidemiologic research to policy. Annals of Epidemiology, 25(5), 366–376. https://doi.org/10.1016/j.annepidem.2014.03.004.
Thornberry, T. P. (1987). Toward an interactional theory of delinquency. Criminology, 25(4), 863–892. https://doi.org/10.1111/j.1745-9125.1987.tb00823.x.
Thornberry, T. P., & Krohn, M. D. (2005). Applying interactional theory to the explanation of continuity and change in antisocial behavior. In D. P. Farrington (Ed.), Integrated developmental and life-course theories of offending (pp. 183–209). Transaction Publishers.
Thornberry, T. P., & Krohn, M. D. (2019). Interactional theory. In D. P. Farrington, L. Kazemian, & A. R. Piquero (Eds.), The Oxford handbook of developmental and life-course criminology (pp. 248–271). Oxford University Press.
Underwood, L. A., & Washington, A. (2016). Mental illness and juvenile offenders. International Journal of Environmental Research and Public Health, 13(2), 228. https://doi.org/10.3390/ijerph13020228.
Van Dorn, R., Volavka, J., & Johnson, N. (2012). Mental disorder and violence: Is there a relationship beyond substance use? Social Psychiatry and Psychiatric Epidemiology, 47(3), 487–503. https://doi.org/10.1007/s00127-011-0356-x.
Walker, G. H., Boden, J. M., Fergusson, D. M., & Horwood, L. J. (2019). Examining the associations between offending trajectories in adolescence/young adulthood and subsequent mental health disorders. Journal of Criminal Justice, 62, 94–100. https://doi.org/10.1016/j.jcrimjus.2018.09.008.
Walters, G. D. (2014). Testing the direct, indirect, and moderated effects of childhood animal cruelty on future aggressive and non-aggressive offending. Aggressive Behavior, 40(3), 238–249. https://doi.org/10.1002/ab.21514.
Walters, G. D. (2020). Mediating the victim–offender overlap with delinquent peer associations: A preliminary test of the person proximity hypothesis. Criminal Justice Studies, 33(4), 297–315. https://doi.org/10.1080/1478601X.2020.1711752.
Wasserman, G. A., McReynolds, L. S., Schwalbe, C. S., Keating, J. M., & Jones, S. A. (2010). Psychiatric disorder, comorbidity, and suicidal behavior in juvenile justice youth. Criminal Justice and Behavior, 37(12), 1361–1376. https://doi.org/10.1177/0093854810382751.
Wojciechowski, T. (2021). The role of major depressive disorder and its moderating effect on the impact of exposure to violence for Predicting Recidivism among Juvenile Offenders: A Survival Analysis Approach. The Prison Journal, 101(5), 511–527. https://doi.org/10.1177/00328855211048154.
Zajac, K., Sheidow, A. J., & Davis, M. (2015). Juvenile justice, mental health, and the transition to adulthood: A review of service system involvement and unmet needs in the US. Children and Youth Services Review, 56, 139–148. https://doi.org/10.1016/j.childyouth.2015.07.014.
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.
Appendix 1.
Appendix 1.
Description of measures. (Taken from Pathways to desistance study website (https://www.pathwaysstudy.pitt.edu/codebook/measures.html))
Measure | # of Items | Items | Cronbach’s alpha |
---|---|---|---|
Dependent variable | |||
Mental health | 9 subscales | Somatization | 0.81 |
Obsessive-compulsive | 0.80 | ||
Interpersonal sensitivity | 0.66 | ||
Depression | 0.81 | ||
Anxiety | 0.78 | ||
Hostility | 0.75 | ||
Phobia | 0.69 | ||
Paranoia | 0.69 | ||
Psychoticism | 0.64 | ||
Independent variable | |||
Violent offending | 11 items | In the past six months, have you: | 0.74 |
destroyed/damaged property | |||
set fire | |||
forced someone to have sex | |||
killed someone | |||
shot someone bullet hit | |||
shot at someone no hit | |||
took by force with a weapon | |||
took by force without a weapon | |||
beat up someone serious injury | |||
in a fight | |||
beat someone as part of gang | |||
Mediators | |||
Parental hostility | 12 items each | When you and your mother/father have spent time talking or doing things together how often did your mother/father: | Mother: 0.85 |
get angry at you? | Father: 0.88 | ||
get so mad at you that she/he broke or threw things? | |||
shout or yell at you because she/he was mad at you? | |||
threaten to hurt you physically? | |||
criticize you or your ideas? | |||
push, grab, hit, or shove you? | |||
argue with you when you disagreed about something? | |||
slap or hit you with her/his hands? | |||
strike you with an object? | |||
boss you around a lot? | |||
throw things at you? | |||
insult or swear at you? | |||
Parental warmth | 9 items each | When you and your mother/father have spent time talking or doing things together how often did your mother/father: | Mother: 0.92 |
help you do something that was important? | Father: 0.95 | ||
let you know she/he really cares about you? | |||
listen carefully to your point of view? | |||
act supportive and understanding toward you? | |||
act loving or affectionate towards you? | |||
have a good laugh with you about something that was funny? | |||
let you know that she/he appreciates you, your ideas, or the things you do? | |||
tell you she/he loves you? | |||
understand the way you feel about things? | |||
Parental knowledge | 5 items | How much does your primary caregiver know: | |
who you spend time with? | |||
how you spend free time? | |||
how you spend money? | |||
where you go right after school or work is over for the day? | |||
where you go at night? | |||
Parental monitoring | 4 items | How often do you have a set time to be home on: | |
school or work nights? | |||
weekend nights? | |||
How often does your primary caregiver know what time you will be home when you’ve gone out? | |||
If your primary caregiver is not at home, how often do you leave a note, call, or communicate with your primary caregiver in some way about where you are going? | |||
Control variables | |||
Age | 1 item | Subject age at baseline | |
Gender | 1 item | Biological sex (male = 1) | |
Victimization | 13 items | In the past six months, have you been: | 0.67 |
chased where you thought you might be seriously hurt? | |||
beaten up, mugged, or seriously threatened by another person? | |||
raped, had someone attempt to rape you or been sexually attacked in some other way? | |||
attacked with a weapon, like a knife, box cutter, or bat? | |||
shot at? | |||
shot? | |||
In the past six months, have you seen anyone: | |||
get chased where you thought they could be seriously hurt? | |||
get beaten up, mugged, or seriously threatened by another person? | |||
being raped, an attempt made to rape someone, or any other type of sexual attack? | |||
get attacked with a weapon, like a knife, box cutter, bat, chain, or broken bottle? | |||
get shot at? | |||
get shot? | |||
get killed as a result of violence, like being shot, stabbed, or beaten to death? | |||
Unsupervised routine activities | 4 items | How often do you ride around in a car (or motorcycle) just for fun? | 0.62 |
How often did you get together with friends informally? | |||
How often do you go to parties or other social gatherings? | |||
On a typical week, on how many evenings did you go out for fun and recreation? | |||
Single parent | 1 item | Single parent household | |
Biological parent | 1 item | Biological father/mother lives in house with subject | |
Adopted parent | 1 item | Step, adopted, or foster dad lives in house with subject. |
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Kim, J., Leban, L., Lee, Y. et al. Direct and Indirect Effects of Parental Influence on the Relation Between Violent Offending and Mental Health Problems. Am J Crim Just 48, 851–870 (2023). https://doi.org/10.1007/s12103-023-09726-8
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s12103-023-09726-8