Understanding practitioners’ and young people’s views of a risk calculator for future psychopathology and poor functioning in young people victimised during childhood
Abstract:Background: Although children who are exposed to victimisation (including abuse, neglect, domestic violence and bullying) have an increased risk of later psychopathology and functional impairment, not all go on to develop these outcomes. Risk calculators that generate individualised probabilities of a victimised child developing future psychopathology and poor functioning have the potential to help practitioners identify the most vulnerable children and efficiently target preventive interventions. Aim: This st… Show more
“…To our knowledge, the current study constitutes the first attempt to explore the experiences of CSC consumers regarding how their therapeutic needs are being met under the care they receive. The resulting sample size resembled previous qualitative mental health studies involving multiple stakeholders (Latham et al, 2021;Lawn et al, 2015;Svirydzenka et al, 2017;Twamley et al, 2021). Participants from all three groups provided information indicating that clients and family caregivers experience a variety of needs between sessions.…”
NAVIGATE is a coordinated specialty care program for people who have experienced first-episode psychosis. The current study aims to explore the unmet needs of NAVIGATE stakeholders for the purpose of guiding the optimization of the program. Data from 24 semistructured interviews with NAVIGATE clients, family caregivers, and practitioners were conducted and analyzed using inductive thematic analysis. Clients expressed needs for emotional support between sessions and for peer support. Family caregivers expressed needs for guidance between sessions, better access to information, peer support, and updates regarding clients’ recovery. All stakeholders reported challenges working with the program’s manual. In addition, four general challenges related to the aftermath of a first-episode psychosis were identified. Exploring ways to better address these unmet needs may improve treatment satisfaction and outcome.
“…To our knowledge, the current study constitutes the first attempt to explore the experiences of CSC consumers regarding how their therapeutic needs are being met under the care they receive. The resulting sample size resembled previous qualitative mental health studies involving multiple stakeholders (Latham et al, 2021;Lawn et al, 2015;Svirydzenka et al, 2017;Twamley et al, 2021). Participants from all three groups provided information indicating that clients and family caregivers experience a variety of needs between sessions.…”
NAVIGATE is a coordinated specialty care program for people who have experienced first-episode psychosis. The current study aims to explore the unmet needs of NAVIGATE stakeholders for the purpose of guiding the optimization of the program. Data from 24 semistructured interviews with NAVIGATE clients, family caregivers, and practitioners were conducted and analyzed using inductive thematic analysis. Clients expressed needs for emotional support between sessions and for peer support. Family caregivers expressed needs for guidance between sessions, better access to information, peer support, and updates regarding clients’ recovery. All stakeholders reported challenges working with the program’s manual. In addition, four general challenges related to the aftermath of a first-episode psychosis were identified. Exploring ways to better address these unmet needs may improve treatment satisfaction and outcome.
“…The putative protective factors that we investigate were identified during focus group discussions with a group of young people with lived experience of violence, abuse, and mental health problems (see Latham et al [33] for details of the focus groups) and then matched to measures available in the E-Risk Study. These factors are also consistent with theoretical accounts of resilience that highlight physical, psychological, and social resources in the environment that can help individuals to sustain their wellbeing in the face of adverse circumstances [34] as well as empirical findings [32,35,36].…”
Purpose
Violence occurs at multiple ecological levels and can harm mental health. However, studies of adolescents’ experience of violence have often ignored the community context of violence, and vice versa. We examined how personal experience of severe physical violence and living in areas with high levels of neighbourhood disorder during adolescence combine to associate with mental health at the transition to adulthood and which factors mitigate this.
Method
Data were from the Environmental Risk Longitudinal Twin Study, a nationally representative birth cohort of 2232 British twins. Participants’ experience of severe physical violence during adolescence and past-year symptoms of psychiatric disorder were assessed via interviews at age 18. Neighbourhood disorder was reported by residents when participants were aged 13–14. Potential protective factors of maternal warmth, sibling warmth, IQ, and family socio-economic status were assessed during childhood, and perceived social support at age 18.
Results
Personal experience of severe physical violence during adolescence was associated with elevated odds of age-18 psychiatric disorder regardless of neighbourhood disorder exposure. Cumulative effects of exposure to both were evident for internalising and thought disorder, but not externalising disorder. For adolescents exposed to severe physical violence only, higher levels of perceived social support (including from family and friends) were associated with lower odds of psychiatric disorder. For those who also lived in areas with high neighbourhood disorder, only family support mitigated their risk.
Conclusion
Increasing support or boosting adolescents’ perceptions of their existing support network may be effective in promoting their mental health following violence exposure.
Recent years have seen the rapid proliferation of clinical prediction models aiming to support risk stratification and individualized care within psychiatry. Despite growing interest, attempts to synthesize current evidence in the nascent field of precision psychiatry have remained scarce. This systematic review therefore sought to summarize progress towards clinical implementation of prediction modeling for psychiatric outcomes. We searched MEDLINE, PubMed, Embase, and PsychINFO databases from inception to September 30, 2020, for English-language articles that developed and/or validated multivariable models to predict (at an individual level) onset, course, or treatment response for non-organic psychiatric disorders (PROSPERO: CRD42020216530). Individual prediction models were evaluated based on three key criteria: (i) mitigation of bias and overfitting; (ii) generalizability, and (iii) clinical utility. The Prediction model Risk Of Bias ASsessment Tool (PROBAST) was used to formally appraise each study’s risk of bias. 228 studies detailing 308 prediction models were ultimately eligible for inclusion. 94.5% of developed prediction models were deemed to be at high risk of bias, largely due to inadequate or inappropriate analytic decisions. Insufficient internal validation efforts (within the development sample) were also observed, while only one-fifth of models underwent external validation in an independent sample. Finally, our search identified just one published model whose potential utility in clinical practice was formally assessed. Our findings illustrated significant growth in precision psychiatry with promising progress towards real-world application. Nevertheless, these efforts have been inhibited by a preponderance of bias and overfitting, while the generalizability and clinical utility of many published models has yet to be formally established. Through improved methodological rigor during initial development, robust evaluations of reproducibility via independent validation, and evidence-based implementation frameworks, future research has the potential to generate risk prediction tools capable of enhancing clinical decision-making in psychiatric care.
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