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41.
BackgroundState child welfare agencies collect, store, and manage vast amounts of data. However, they often do not have the right data, or the data is problematic or difficult to inform strategies to improve services and system processes. Considerable resources are required to read and code these text data. Data science and text mining offer potentially efficient and cost-effective strategies for maximizing the value of these data.ObjectiveThe current study tests the feasibility of using text mining for extracting information from unstructured text to better understand substance-related problems among families investigated for abuse or neglect.MethodA state child welfare agency provided written summaries from investigations of child abuse and neglect. Expert human reviewers coded 2956 investigation summaries based on whether the caseworker observed a substance-related problem. These coded documents were used to develop, train, and validate computer models that could perform the coding on an automated basis.ResultsA set of computer models achieved greater than 90% accuracy when judged against expert human reviewers. Fleiss kappa estimates among computer models and expert human reviewers exceeded .80, indicating that expert human reviewer ratings are exchangeable with the computer models.ConclusionThese results provide compelling evidence that text mining procedures can be a cost-effective and efficient solution for extracting meaningful insights from unstructured text data. Additional research is necessary to understand how to extract the actionable insights from these under-utilized stores of data in child welfare. 相似文献
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Although research has indicated that maltreated children are at higher risk of adolescent substance use, it remains unclear whether the type and timing of maltreatment affect the likelihood of adolescent substance use. Research has also found father involvement to be a potential protective factor against adolescent substance use, but the role of quality vs. quantity of father involvement as well as gender differences in the effects of father involvement on substance use among at-risk adolescents have not been studied. The current study adds value to the existing literature by filling these gaps in knowledge. We conducted a secondary data analysis with a sample of 685 at-risk adolescents drawn from the Longitudinal Studies of Child Abuse and Neglect. The study found a connection between early childhood (birth to 5) physical abuse and adolescent substance use, but not for later childhood physical abuse or other forms of child maltreatment. The quality of father involvement was found to be a protective factor, regardless of child gender; quantity of father involvement was not significant. Based on these findings, development of intervention strategies focusing on prevention of early childhood physical abuse and promoting positive father-child relationships are important prevention strategies for adolescent substance use. Additionally, professionals working with at-risk adolescents need to be cognizant of the implications of early childhood physical abuse and act accordingly to mitigate the increased potential for adolescent substance use. 相似文献
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To improve identification of child maltreatment, a new policy (‘Hague protocol’) was implemented in hospitals in The Netherlands, stating that adults attending the hospital emergency department after intimate partner violence, substance abuse or a suicide attempt should be asked whether they care for children. If so, these children are referred to the Reporting Center for Child Abuse and Neglect (RCCAN), for assessment and referrals to support services. An adapted, hospital-based version of this protocol (‘Amsterdam protocol’) was implemented in another region. Children are identified in the same manner, but, instead of a RCCAN referral, they are referred to the pediatric outpatient department for an assessment, including a physical examination, and referrals to services. We compared results of both protocols to assess how differences between the protocols affect the outcomes on implementation, detection of child maltreatment and referrals to services. Furthermore, we assessed social validity and results of a screening physical examination. We included 212 families from the Amsterdam protocol (cohort study with reports by pediatric staff and parents) and 565 families from the Hague protocol (study of RCCAN records and telephone interviews with parents). We found that the RCCAN identified more maltreatment than pediatric staff (98% versus at least 51%), but referrals to services were similar (82% versus 80% of the total sample) and parents were positive about both interventions. Physical examination revealed signs of maltreatment in 5%. We conclude that, despite the differences, both procedures can serve as suitable methods to identify and refer children at risk for maltreatment. 相似文献
44.
Objectives(1) To determine whether street children who visit drop-in centers experience better physical and mental health, and engage in less substance use than street children who do not visit centers. (2) To determine whether the duration of attendance at a center has an impact on the above outcomes.MethodsWe conducted a cross-sectional study with 69 street children from two drop-in centers in New Delhi, India (attenders) and a comparison group of 65 street children who did not visit drop-in centers (non-attenders). We used pretested questionnaires to assess their physical health, substance use status and mental health.ResultsAttenders experienced fewer ill health outcomes, engaged in less substance use, and had better mental health outcomes than non-attenders (p < 0.01). For every month of attendance at a drop-in center, street children experienced 2.1% (95% CI 0% to 4.1%, p = 0.05) fewer ill health outcomes per month and used 4.6% (95% CI 1.3% to 8%, p = 0.01) fewer substances. Street children were also less likely to have been a current substance user than a never substance user for every additional month of attendance at a center (OR: 0.79, 95% CI: 0.66–0.96, p = 0.02). Duration of drop-in center attendance was not a significant factor in predicting mental health problems.ConclusionDrop-in centers may improve the physical health of street children and reduce their substance abuse. Rigorous longitudinal studies are needed to better determine if drop-in centers impact the health and substance use status of street children in LMICs. 相似文献
45.
Jennifer A. Guthrie 《Communication quarterly》2016,64(4):434-453
Domestic violence (DV) and substance abuse (SA) are correlated issues that should be addressed simultaneously. However, many agencies do not address the simultaneous issues and there tends to be little interaction between DV and SA agencies for numerous reasons, including general procedural and philosophical differences. This study examined the efforts of a DV center and a SA center to collaborate. Findings indicate that the competing discourses can function dialectically in ways that survivors find empowering and that inter-agency support groups may be effective for simultaneously addressing DV and SA. 相似文献
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BackgroundThere is limited research on the disclosure experiences of men who have experienced childhood sexual abuse and on how such experiences might impact mental health outcomes.ObjectiveThe current study described men’s disclosure experiences and examined the role of disclosure characteristics on mental well-being (internalizing and externalizing behaviors, substance use, resilience).Participants and settingMen (N = 253) from across Canada and the U.S. were recruited through websites for males with sexual abuse histories. Men aged 18–59 years anonymously completed an online study on their sexual abuse, disclosure experiences, and mental health outcomes.ResultsFindings indicated that 77.9% of men disclosed their sexual abuse, although they waited an average of 15.4 years before sharing their experience. Once disclosed, 64.4% of the men reported a positive response (e.g., support), while 35.6% reported a negative response (e.g., blame). Regression analyses indicated that a greater delay in disclosure predicted greater externalizing behaviors (B = .49, p < .05), although this was a small effect (Cohen’s f 2 = 0.02). Additional disclosure variables were associated with components of externalizing (aggressive and rule-breaking behaviors) and internalizing (somatic complaints) behaviors.ConclusionsThese results require replication in future studies. However, they do suggest that efforts need to be undertaken to address the barriers that hinder men from disclosing their sexual abuse and to ensure that men are supported once they disclose. 相似文献
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Tanaka M Wekerle C Schmuck ML Paglia-Boak A;MAP Research Team 《Child abuse & neglect》2011,35(10):887-898
Objectives
Childhood maltreatment is a robust risk factor for poor physical and mental health. Child welfare youths represent a high-risk group, given the greater likelihood of severe or multiple types of maltreatment. This study examined the relationship between childhood maltreatment and self-compassion – a concept of positive acceptance of self. While not applied previously to a child welfare sample, self-compassion may be of value in understanding impairment among maltreatment victims. This may be most pertinent in adolescence and young adulthood, when self-identity is a focal developmental process.Methods
The present sample was drawn from the Maltreatment and Adolescent Pathways (MAP) Longitudinal Study, which followed randomly selected adolescents receiving child protection services across two years within an urban catchment area. Child maltreatment was assessed at baseline using the Childhood Trauma Questionnaire ( [Bernstein et al., 1994] and [Bernstein et al., 2003] ). Mental health, substance and alcohol use problems, suicide attempt, and self-compassion were assessed at the two-year follow-up point. There were 117 youths, aged 16–20 years (45.3% males) who completed the self-compassion scale (Neff, 2003). Bivariate correlations were computed between adolescent self-compassion and each form of self-reported maltreatment (physical abuse, sexual abuse, emotional abuse, emotional neglect, and physical neglect). Finally, hierarchical, stepwise regression was used to examine unique contributions of child maltreatment subtypes in predicting adolescent self-compassion, as well as maltreatment-related impairment.Results
Higher childhood emotional abuse, emotional neglect, and physical abuse were associated with lower self-compassion. Controlling for age and gender, emotional abuse was significantly associated with reduced self-compassion, even when the effects of emotional neglect and physical abuse were taken into account. Youths with low self-compassion were more likely to have psychological distress, problem alcohol use, and report a serious suicide attempt, as compared with those with high self-compassion. A number of maltreatment-related areas of impairment, identified by screening instruments, were significantly associated with lower self-compassion.Conclusion
Self-compassion may be a fruitful aspect of research to pursue in an effort to better understand the impact of childhood emotional abuse on adolescent functioning, particularly considering the under-researched group of those receiving child protective services. 相似文献48.
The current study extended limited prior work on polysubstance use among youth in the child welfare system (CWS) by addressing their potentially greater risk of engaging in polysubstance use, the causes of interpersonal variation in use, and changes in use over time, particularly at later points of involvement in the CWS. Using longitudinal data from the National Survey of Child and Adolescent Well-Being (n = 1,178), a series of time-invariant and time-varying demographic and contextual factors were explored to assess their role both overall and at unique points of involvement in the CWS. A series of unconditional and conditional curve-of-factor models were estimated and results indicated that time-invariant characteristics of ethnicity and gender were not related to polysubstance use. Time-variant characteristics of age and placement were associated with polysubstance use and highlighted the dynamic nature of age as a risk factor. Out-of-home placement was protective against later substance use for youth who had been removed from contexts with their original caretaker where there were higher levels of reported violence. Our results suggest that in the child welfare population, the modeling of multiple substances rather than a single substance in isolation is more informative because it yields information on the confluence of behaviors that tend to occur and evolve together. 相似文献
49.
BackgroundAlthough victimization is a known contributor to the development of substance use disorders, no research has simultaneously examined how characteristics of victimization experienced over time, such as the type of abuse, the presence of poly-victimization, closeness to perpetrator(s), life threat or fear, and negative social reactions to disclosing victimization, cluster into profiles that predict substance use disorders.ObjectiveThe aim of the current study is to assess how profiles of victimization and trauma characteristics are associated with substance use disorders and assess potential gender differences.Participants and SettingParticipants were 20,092 adolescents entering substance use treatment.MethodsWe used latent class and multi-group latent class analysis to extract classes of victimization and associated characteristics. Emergent classes were used to predicted substance use disorder status at treatment intake.ResultsFive classes were extracted: poly-victimization + high harmful trauma characteristics, sexual abuse + negative social reaction and perceived life threat, emotional abuse + trusted perpetrator, physical abuse and low all. Similar classes were found for the multi-group model. In both the overall and female-specific models, the poly-victimization + high harmful trauma characteristics class was more severe than all other classes in terms of opioid use disorder, tobacco use disorder, and dual diagnosis. Other class differences were found across gender.ConclusionsAdolescents entering treatment can be distinguished by their profiles of victimization experiences and associated characteristics, and these profiles evidence different associations with substance use disorder diagnoses. Results point to a need for more nuanced assessment of victimization experiences and gender-specific interventions. 相似文献
50.
BackgroundNeglect is the most common form of child maltreatment with consequences that appear to be as serious as for abuse. Despite this, the problem has received less than its due attention.ObjectiveTo examine the relationship between the timing and chronicity of neglect during childhood and substance use in early adulthood.Participants and settingThe sample consisted of a subset of 475 participants from the prospective Longitudinal Studies of Child Abuse and Neglect (LONGSCAN) consortium from five geographic areas around the U.S.MethodNeglect was assessed using abstracted information from CPS reports (birth-18) and self-reports of neglect (12–18). Participants completed a follow-up online survey (mean age of 24 years) that probed their use of substances.ResultsThe prevalence of substance use during the past year was comparable in this high-risk sample to the general population. Latent class analysis supported the presence of three groups related to the presence and timing of neglect: Chronic Neglect, Late Neglect and Limited Neglect. Late Neglect was the pattern most strongly linked to substance use in early adulthood.ConclusionsHigh-risk youth experiencing neglect beginning in mid- adolescence are especially vulnerable to later substance use. Those working with such youth and their families can play a valuable role helping ensure their basic needs are adequately met, and recognizing early signs of substance use and abuse. 相似文献