000 03108nab a22003137a 4500
999 _c8832
_d8832
005 20250625151707.0
008 240726s2024 -nz|| |||| 00| 0 eng d
040 _aAFVC
100 _910834
_aJolliffe Simpson, Apriel D.
245 _aModeling behavioral patterns of family violence aggressors
_cApriel D. Jollliffe Simpson, Chaitanya Joshi and Devon L L. Polaschek
260 _bSpringer,
_c2024
500 _aCrime Science, 2024, First published online, 23 July 2024
520 _aBackground setting: The presumption that family violence will repeat and escalate is embedded in practices including risk assessment and case management. However, there is limited evidence that further episodes are inevitable, or that subsequent episodes will increase in severity. Therefore, we need to better understand temporal patterns in aggressor behavior to inform how risk is conceptualized in practice. Methods: For a sample of 2115 family violence aggressors who came to police attention in Integrated Safety Response catchment areas in Aotearoa New Zealand, we collected information New Zealand Police routinely recorded about reported harm between 2018 and 2020. We used a hidden Markov model to estimate the latent (i.e., unmeasurable) states behind the information reported to police, and modeled aggressors’ movement between those states over time. Results: We identified three latent states. The first contained low or no reported harm, the second contained low probabilities of reported harm, and the third involved a high probability of reported verbal abuse and a moderate probability of reported physical violence. We identified four pathways through the latent states over the two-year follow-up period, which we called No reported harm, High reported harm, Low reported harm, and De-escalation. Conclusions: The findings add to the body of research indicating that family violence aggressors do not inevitably repeat or escalate their harmful behavior, and that a small subset of cases account for a large proportion of reported harm. This study demonstrates how information that police routinely collect can be used to estimate aggressors’ latent behavioral states and model pathways communicating the probability that they will continue to come to police attention for family violence, contributing to improved risk assessment and practice. (Authors' abstract). Record #8832
650 _aDOMESTIC VIOLENCE
_9203
650 _aFAMILY VIOLENCE
_9252
650 _aIntegrated Safety Response
_96856
650 _aINTERVENTION
_9326
650 _aINTIMATE PARTNER VIOLENCE
_9431
650 _aPHYSICAL ABUSE
_9439
650 _aRESEARCH METHODS
_9499
650 _aRISK ASSESSMENT
_9504
651 _aNEW ZEALAND
_92588
700 _911591
_aJoshi, Chaitanya
700 _91925
_aPolaschek, Devon L. L.
773 0 _tCrime Science, 2024, First published online, 23 July 2024
830 _aCrime Science
_913227
856 _uhttps://doi.org/10.1186/s40163-024-00218-6
_zDOI: 10.1186/s40163-024-00218-6 (Open access)
942 _2ddc
_cARTICLE
_hnews129