Devansh Saxena & Shion Guha · 2023 · ACM Journal on Responsible Computing · Open access
Algorithms in public services such as child welfare, criminal justice, and education are increasingly being used to make high-stakes decisions about human lives. Drawing upon findings from a two-year ethnography conducted at a child welfare agency, we highlight how algorithmic systems are embedded within a complex decision-making ecosystem at critical points of the child welfare process. Caseworkers interact with algorithms in their daily lives where they must collect information about families and feed it to algorithms to make critical decisions. We show how the interplay between systemic mechanics and algorithmic decision-making can adversely impact the fairness of the decision-making process itself. We show how functionality issues in algorithmic systems can lead to process-oriented harms where they adversely affect the nature of professional practice, and administration at the agency, and lead to inconsistent and unreliable decisions at the street level. In addition, caseworkers are compelled to undertake additional labor in the form of repair work to restore disrupted administrative processes and decision-making, all while facing organizational pressures and time and resource constraints. Finally, we share the case study of a simple algorithmic tool that centers caseworkers’ decision-making within a trauma-informed framework and leads to better outcomes, however, required a significant amount of investments on the agency’s part in creating the ecosystem for its proper use.
Research and education tool only. Not for diagnosis, emergency care, legal advice, or treatment recommendations. Verify citations against original sources.
Brittany Barker et al. · 2014 · BMC Public Health · Open access
BACKGROUND: Street-involved youth are more likely to experience trauma and adverse events in childhood; however, little is known about exposure to the child welfare system among this vulnerable population. This study sought to examine the prevalence and correlates of being in government care among street-involved youth in Vancouver, Canada. METHODS: From September 2005 to November 2012, data were collected from the At-Risk Youth Study, a prospective cohort of street-involved youth aged 14-26 who use illicit drugs. Logistic regression analysis was employed to identify factors associated with a history of being in government care. RESULTS: Among our sample of 937 street-involved youth, 455 (49%) reported being in government care at some point in their childhood. In a multivariate analysis, Aboriginal ancestry (adjusted odds ratio [AOR] = 2.07; 95% confidence interval [CI]: 1.50-2.85), younger age at first "hard" substance use (AOR = 1.10; 95% CI: 1.05-1.16), high school incompletion (AOR = 1.40; 95% CI: 1.00-1.95), having a parent that drank heavily or used illicit drugs (AOR = 1.48; 95% CI: 1.09-2.01), and experiencing physical abuse (AOR = 1.90; 95% CI: 1.22-2.96) were independently associated with exposure to the child welfare system. CONCLUSIONS: Youth with a history of being in government care appear to be at high-risk of adverse illicit substance-related behaviours. Evidence-based interventions are required to better support vulnerable children and youth with histories of being in the child welfare system, and prevent problematic substance use and street-involvement among this population.
Alize J Ferrari et al. · 2024 · The Lancet · Open access
BACKGROUND: Detailed, comprehensive, and timely reporting on population health by underlying causes of disability and premature death is crucial to understanding and responding to complex patterns of disease and injury burden over time and across age groups, sexes, and locations. The availability of disease burden estimates can promote evidence-based interventions that enable public health researchers, policy makers, and other professionals to implement strategies that can mitigate diseases. It can also facilitate more rigorous monitoring of progress towards national and international health targets, such as the Sustainable Development Goals. For three decades, the Global Burden of Diseases, Injuries, and Risk Factors Study (GBD) has filled that need. A global network of collaborators contributed to the production of GBD 2021 by providing, reviewing, and analysing all available data. GBD estimates are updated routinely with additional data and refined analytical methods. GBD 2021 presents, for the first time, estimates of health loss due to the COVID-19 pandemic. METHODS: The GBD 2021 disease and injury burden analysis estimated years lived with disability (YLDs), years of life lost (YLLs), disability-adjusted life-years (DALYs), and healthy life expectancy (HALE) for 371 diseases and injuries using 100 983 data sources. Data were extracted from vital registration systems, verbal autopsies, censuses, household surveys, disease-specific registries, health service contact data, and other sources. YLDs were calculated by multiplying cause-age-sex-location-year-specific prevalence of sequelae by their respective disability weights, for each disease and injury. YLLs were calculated by multiplying cause-age-sex-location-year-specific deaths by the standard life expectancy at the age that death occurred. DALYs were calculated by summing YLDs and YLLs. HALE estimates were produced using YLDs per capita and age-specific mortality rates by location, age, sex, year, and cause. 95% uncertainty intervals (UIs) were generated for all final estimates as the 2·5th and 97·5th percentiles values of 500 draws. Uncertainty was propagated at each step of the estimation process. Counts and age-standardised rates were calculated globally, for seven super-regions, 21 regions, 204 countries and territories (including 21 countries with subnational locations), and 811 subnational locations, from 1990 to 2021. Here we report data for 2010 to 2021 to highlight trends in disease burden over the past decade and through the first 2 years of the COVID-19 pandemic. FINDINGS: Global DALYs increased from 2·63 billion (95% UI 2·44-2·85) in 2010 to 2·88 billion (2·64-3·15) in 2021 for all causes combined. Much of this increase in the number of DALYs was due to population growth and ageing, as indicated by a decrease in global age-standardised all-cause DALY rates of 14·2% (95% UI 10·7-17·3) between 2010 and 2019. Notably, however, this decrease in rates reversed during the first 2 years of the COVID-19 pandemic, with increases in global age-standardised all-cause DALY rates since 2019 of 4·1% (1·8-6·3) in 2020 and 7·2% (4·7-10·0) in 2021. In 2021, COVID-19 was the leading cause of DALYs globally (212·0 million [198·0-234·5] DALYs), followed by ischaemic heart disease (188·3 million [176·7-198·3]), neonatal disorders (186·3 million [162·3-214·9]), and stroke (160·4 million [148·0-171·7]). However, notable health gains were seen among other leading communicable, maternal, neonatal, and nutritional (CMNN) diseases. Globally between 2010 and 2021, the age-standardised DALY rates for HIV/AIDS decreased by 47·8% (43·3-51·7) and for diarrhoeal diseases decreased by 47·0% (39·9-52·9). Non-communicable diseases contributed 1·73 billion (95% UI 1·54-1·94) DALYs in 2021, with a decrease in age-standardised DALY rates since 2010 of 6·4% (95% UI 3·5-9·5). Between 2010 and 2021, among the 25 leading Level 3 causes, age-standardised DALY rates increased most substantially for anxiety disorders (16·7% [14·0-19·8]), depressive disorders (16·4% [11·9-21·3]), and diabetes (14·0% [10·0-17·4]). Age-standardised DALY rates due to injuries decreased globally by 24·0% (20·7-27·2) between 2010 and 2021, although improvements were not uniform across locations, ages, and sexes. Globally, HALE at birth improved slightly, from 61·3 years (58·6-63·6) in 2010 to 62·2 years (59·4-64·7) in 2021. However, despite this overall increase, HALE decreased by 2·2% (1·6-2·9) between 2019 and 2021. INTERPRETATION: Putting the COVID-19 pandemic in the context of a mutually exclusive and collectively exhaustive list of causes of health loss is crucial to understanding its impact and ensuring that health funding and policy address needs at both local and global levels through cost-effective and evidence-based interventions. A global epidemiological transition remains underway. Our findings suggest that prioritising non-communicable disease prevention and treatment policies, as well as strengthening health systems, continues to be crucially important. The progress on reducing the burden of CMNN diseases must not stall; although global trends are improving, the burden of CMNN diseases remains unacceptably high. Evidence-based interventions will help save the lives of young children and mothers and improve the overall health and economic conditions of societies across the world. Governments and multilateral organisations should prioritise pandemic preparedness planning alongside efforts to reduce the burden of diseases and injuries that will strain resources in the coming decades. FUNDING: Bill & Melinda Gates Foundation.
Ash Lowenthal · 2020 · International Journal of Child and Adolescent Resilience · Open access
Objectives: Enthusiasm for trauma-informed care (TIC) in the child-and youth-serving sectors (CYSSs) has been growing dramatically over the last decade. However, TIC implementation activity on the ground has far outpaced research and the landscape of TIC implementation scholarship is not well known. This scoping review aims to explore: 1) the nature of TIC implementation research in the CYSSs; 2) the characteristics of the change initiatives being studied; 3) the types of evidence these studies have generated; and 4) the gaps in the literature. Methods: On August 28, 2019, the EBSCO, Scopus, Web of Science and PsycINFO databases were searched for English-language, peer-reviewed articles that mentioned “trauma-informed” and (“child” or “children” or “adolescent” or “youth”) in the title, abstract or keywords. Articles selected for this review reported on TIC implementation processes in the CYSSs. Fifty-four articles published between 2004 and 2019 met the inclusion criteria and were reviewed in-depth for this scoping review. Results: High variability was found in the characteristics of TIC implementation research and practice. However, promising preliminary evidence is beginning to show that TIC implementation can lead to a reduction in violent practices and incidents and can improve service provider knowledge, attitude, behaviour and practice (KABP). However, research shows that improvements to self-reports of KABP are often modest, not always maintained over time and not easily translated into actual changes in behaviour, practice and organizational climate due to a variety of barriers. Conclusion: In order to address these barriers, the preliminary evidence suggests that TIC implementation requires a comprehensive approach that includes commitment from senior leadership, ongoing support, and collaboration within and between service providing organizations and systems.
Maria Helena Bastos et al. · 2015 · Cochrane Database of Systematic Reviews · Open access
BACKGROUND: Childbirth is a complex life event that can be associated with both positive and negative psychological responses. When giving birth is experienced as particularly traumatic this can have a negative impact on a woman's postnatal emotional well-being. There has been an increasing focus on women's psychological trauma symptoms following childbirth, including the relatively rare phenomenon of post-traumatic stress disorder (PTSD), and the benefit of debriefing interventions to prevent this. In this review we examined the evidence for debriefing as a preventative intervention for psychological trauma following childbirth. OBJECTIVES: To assess the effects of debriefing interventions compared with standard postnatal care for the prevention of psychological trauma in women following childbirth. SEARCH METHODS: The trials registers of the Cochrane Depression, Anxiety and Neurosis Group (CCDANCTR-References and CCDANCTR-Studies) and the Cochrane Pregnancy and Childbirth Group were searched up to 4 March 2015. These registers include relevant randomised controlled trials from the following bibliographic databases: the Cochrane Library (all years to date), MEDLINE (1950 to date), EMBASE (1974 to date), and PsycINFO (1967 to date). Additional searches were conducted in CENTRAL, MEDLINE, EMBASE, PsycINFO, and Maternity and Infant Care. The reference lists of all included studies were checked for additional published reports and citations of unpublished research. Experts in the field were contacted. SELECTION CRITERIA: We included randomised controlled trials (RCTs) and quasi-randomised trials comparing postnatal debriefing interventions with standard postnatal care for the prevention of psychological trauma of women following childbirth. The intervention consisted of at least one debriefing intervention session, which had the purpose of allowing women to describe their experience and to normalise their emotional reaction to that experience. DATA COLLECTION AND ANALYSIS: Three authors independently assessed trial quality and extracted data. Meta-analysis was conducted where there were more than two trials examining the same outcomes. MAIN RESULTS: We included seven trials (eight articles) from three countries (UK, Australia and Sweden) that fulfilled the inclusion criteria. The number of women contributing data to each outcome varied from 102 to 1745. Methodological quality was variable and most of the studies were of low quality. The quality of evidence for the prevalence of psychological trauma (primary outcome) and the prevalence of depression symptoms was rated low or very low, based on few studies (ranging from a single study to three studies) with high risk of bias in main domains such as performance bias, random sequence generation, allocation concealment and incomplete outcome data. The quality of evidence for the remaining outcomes (that is prevalence of anxiety, prevalence of fear of childbirth, prevalence of general psychological morbidity, health service utilization and attrition from treatment) was not assessed as data were not available.Among women who had a high level of obstetric intervention during labour and birth, we found no difference between standard postnatal care with debriefing and standard postnatal care without debriefing on psychological trauma symptoms within three months postpartum (RR 0.61; 95% CI 0.28 to 1.31; n = 425) or at three to six months postpartum (RR 0.62; 95% CI 0.27 to 1.42; n = 246). The results were based on two trials, respectively. Among women who experienced a distressing or traumatic birth, there was no evidence of an effect of psychological debriefing on the prevention of PTSD (measured by the MINI-PTSD) at four to six weeks postpartum (RR 1.15; 95% CI 0.66 to 2.01; n = 102) or at six months (RR 0.35; 95% CI 0.10 to 1.23; n = 103). The results were based on one small trial. One trial involving low-risk women who delivered healthy infants at or near term reported no significant difference between the intervention group and the control group in the proportion of women who met the diagnostic criteria for psychological trauma during the year following childbirth (RR 1.06; 95% CI 0.88 to 1.28; n = 1745). We did not find any information about attrition rates. AUTHORS' CONCLUSIONS: We did not find any high quality evidence to inform practice, with substantial heterogeneity being found between the studies conducted to date. There is little or no evidence to support either a positive or adverse effect of psychological debriefing for the prevention of psychological trauma in women following childbirth. There is no evidence to support routine debriefing for women who perceive giving birth as psychologically traumatic.Future research should provide greater detail of the outcome measures used, and with scales for measuring psychological trauma validated against clinical diagnostic interviews. High rates of obstetric intervention in some birth settings may mean that women require improved emotional care from health professionals to reduce the risk of childbirth being experienced as traumatic. As all included trials excluded women unable to communicate in the native language of the study setting, there is no information on the response of these women to psychological debriefing. No included studies were conducted in low or middle-income countries.
Kerryann Walsh et al. · 2015 · Research on Social Work Practice · Open access
Objective: To assess evidence of the effectiveness of school-based education programs for the prevention of child sexual abuse (CSA). The programs deliver information about CSA and strategies to help children avoid it and encourage help seeking. Methods: Systematic review including meta-analysis of randomized controlled trials (RCTs), cluster RCTs, and quasi-RCTs. Results: Twenty-four studies with 5,802 participants were included. Child self-protective skills, odds ratio = 5.71, confidence interval = [1.98, 16.51]; factual, standardized mean difference (SMD) = 0.61 [0.45, 0.78]; and applied knowledge, SMD = 0.45 [0.24, 0.65], increased in the intervention group, and knowledge gains were retained at 6 months, SMD = 0.69 [0.51, 0.87]. There were no differences in anxiety or fear, SMD = −0.08 [0.22, 0.07], and findings regarding disclosure of abuse were inconclusive. Conclusion: Children’s self-protective skills and knowledge can be increased by participation in school-based sexual abuse prevention programs. However, it is unknown whether gains in skills and knowledge actually decrease the likelihood of CSA.
Susan Baidawi & Alex R. Piquero · 2020 · Journal of Youth and Adolescence · Open access
Although neurodisability features significantly across child welfare and youth justice cohorts, little research investigates neurodisability among crossover children with dual systems involvement. This study examined differences in childhood adversity, child protection involvement, and offending among crossover children by neurodisability status. Data were from a sample of 300 children (68% male, 31% female, 1% transgender; mean age = 16.2 years, range 10-21) who were charged and appeared in three Australian children's courts, and who also had statutory child protection involvement in the study jurisdiction. The results indicated that nearly one-half of crossover children had a neurodisability (48%) and this group experienced greater cumulative maltreatment and adversity, earlier out-of-home care entry and offending onset, more caregiver relinquishment and residential care placement, and a greater volume of charges. While substantial differences between specific neurodisabilities were evident, crossover children with any neurodisability had greater odds of having charges related to criminal damage and motor vehicle theft, however they were no more likely to have violent charges relative to other crossover children. The study's findings demonstrated that the prevalence of neurodisability, and child welfare system responses to this phenomenon, contributes to several offending-related trends observed among crossover children.
Travis Hales et al. · 2017 · Advances in Social Work · Open access
Despite its widespread adoption there is limited research on the influence of trauma-informed care (TIC). The current study examined the impact of implementing TIC on the satisfaction of agency staff by comparing the results of a satisfaction survey taken in January of 2014, a month prior to the agency's implementation of TIC, and again twelve months later. As collaboration, empowerment, and self-care are primary components of a TIC organizational approach, its implementation was expected to increase staff satisfaction. Following the implementation of TIC, agency staff reported higher scores on all but one of the six satisfaction survey factors. Increases in staff satisfaction have been associated with better staff retention rates, increased organizational commitment and better performance. In consequence, TIC implementation is associated with increased staff satisfaction, and may positively influence organizational characteristics of significance to social service agencies.
Spencer L James et al. · 2018 · The Lancet · Open access
BACKGROUND: The Global Burden of Diseases, Injuries, and Risk Factors Study 2017 (GBD 2017) includes a comprehensive assessment of incidence, prevalence, and years lived with disability (YLDs) for 354 causes in 195 countries and territories from 1990 to 2017. Previous GBD studies have shown how the decline of mortality rates from 1990 to 2016 has led to an increase in life expectancy, an ageing global population, and an expansion of the non-fatal burden of disease and injury. These studies have also shown how a substantial portion of the world's population experiences non-fatal health loss with considerable heterogeneity among different causes, locations, ages, and sexes. Ongoing objectives of the GBD study include increasing the level of estimation detail, improving analytical strategies, and increasing the amount of high-quality data. METHODS: We estimated incidence and prevalence for 354 diseases and injuries and 3484 sequelae. We used an updated and extensive body of literature studies, survey data, surveillance data, inpatient admission records, outpatient visit records, and health insurance claims, and additionally used results from cause of death models to inform estimates using a total of 68 781 data sources. Newly available clinical data from India, Iran, Japan, Jordan, Nepal, China, Brazil, Norway, and Italy were incorporated, as well as updated claims data from the USA and new claims data from Taiwan (province of China) and Singapore. We used DisMod-MR 2.1, a Bayesian meta-regression tool, as the main method of estimation, ensuring consistency between rates of incidence, prevalence, remission, and cause of death for each condition. YLDs were estimated as the product of a prevalence estimate and a disability weight for health states of each mutually exclusive sequela, adjusted for comorbidity. We updated the Socio-demographic Index (SDI), a summary development indicator of income per capita, years of schooling, and total fertility rate. Additionally, we calculated differences between male and female YLDs to identify divergent trends across sexes. GBD 2017 complies with the Guidelines for Accurate and Transparent Health Estimates Reporting. FINDINGS: Globally, for females, the causes with the greatest age-standardised prevalence were oral disorders, headache disorders, and haemoglobinopathies and haemolytic anaemias in both 1990 and 2017. For males, the causes with the greatest age-standardised prevalence were oral disorders, headache disorders, and tuberculosis including latent tuberculosis infection in both 1990 and 2017. In terms of YLDs, low back pain, headache disorders, and dietary iron deficiency were the leading Level 3 causes of YLD counts in 1990, whereas low back pain, headache disorders, and depressive disorders were the leading causes in 2017 for both sexes combined. All-cause age-standardised YLD rates decreased by 3·9% (95% uncertainty interval [UI] 3·1-4·6) from 1990 to 2017; however, the all-age YLD rate increased by 7·2% (6·0-8·4) while the total sum of global YLDs increased from 562 million (421-723) to 853 million (642-1100). The increases for males and females were similar, with increases in all-age YLD rates of 7·9% (6·6-9·2) for males and 6·5% (5·4-7·7) for females. We found significant differences between males and females in terms of age-standardised prevalence estimates for multiple causes. The causes with the greatest relative differences between sexes in 2017 included substance use disorders (3018 cases [95% UI 2782-3252] per 100 000 in males vs s1400 [1279-1524] per 100 000 in females), transport injuries (3322 [3082-3583] vs 2336 [2154-2535]), and self-harm and interpersonal violence (3265 [2943-3630] vs 5643 [5057-6302]). INTERPRETATION: Global all-cause age-standardised YLD rates have improved only slightly over a period spanning nearly three decades. However, the magnitude of the non-fatal disease burden has expanded globally, with increasing numbers of people who have a wide spectrum of conditions. A subset of conditions has remained globally pervasive since 1990, whereas other conditions have displayed more dynamic trends, with different ages, sexes, and geographies across the globe experiencing varying burdens and trends of health loss. This study emphasises how global improvements in premature mortality for select conditions have led to older populations with complex and potentially expensive diseases, yet also highlights global achievements in certain domains of disease and injury. FUNDING: Bill & Melinda Gates Foundation.