{"title":"The ethics of explainable AI in child welfare","authors":"Gottfried Schweiger","doi":"10.1111/ijsw.70087","DOIUrl":"https://doi.org/10.1111/ijsw.70087","url":null,"abstract":"<p>The most pressing ethical challenge which Artificial Intelligence poses in child welfare lies in the capacity of AI-assisted decision support systems to covertly restructure professional practice—in a manner which hollows out relationship-based care, distributes responsibility across many shoulders, and constrains the exercise of professional discretion in ways that remain largely invisible to all parties involved. The analysis takes as its starting point a sociotechnical premise which is sometimes missing from normative discussions of AI and social work: Most systems currently deployed in child welfare operate in the so-called human-in-the-loop model, as decision support tools whose outputs guide or constrain professional judgement without replacing it. It is precisely this hybrid character which produces the ethically most substantial and pressing problems: automation bias, responsibility diffusion and epistemic closure. Drawing on the capability approach in its elaboration for socially disadvantaged children and youth, this contribution argues that explainability should be understood as a structural condition for the preservation of professional-ethical integrity and for the realisation of children's rights.</p>","PeriodicalId":47567,"journal":{"name":"International Journal of Social Welfare","volume":"35 3","pages":""},"PeriodicalIF":1.9,"publicationDate":"2026-07-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/ijsw.70087","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148615207","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"The ethics of explainable AI in child welfare","authors":"Gottfried Schweiger","doi":"10.1111/ijsw.70087","DOIUrl":"https://doi.org/10.1111/ijsw.70087","url":null,"abstract":"<p>The most pressing ethical challenge which Artificial Intelligence poses in child welfare lies in the capacity of AI-assisted decision support systems to covertly restructure professional practice—in a manner which hollows out relationship-based care, distributes responsibility across many shoulders, and constrains the exercise of professional discretion in ways that remain largely invisible to all parties involved. The analysis takes as its starting point a sociotechnical premise which is sometimes missing from normative discussions of AI and social work: Most systems currently deployed in child welfare operate in the so-called human-in-the-loop model, as decision support tools whose outputs guide or constrain professional judgement without replacing it. It is precisely this hybrid character which produces the ethically most substantial and pressing problems: automation bias, responsibility diffusion and epistemic closure. Drawing on the capability approach in its elaboration for socially disadvantaged children and youth, this contribution argues that explainability should be understood as a structural condition for the preservation of professional-ethical integrity and for the realisation of children's rights.</p>","PeriodicalId":47567,"journal":{"name":"International Journal of Social Welfare","volume":"35 3","pages":""},"PeriodicalIF":1.9,"publicationDate":"2026-07-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/ijsw.70087","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148615206","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Building nests for left-behind children's hearts: How a “backend-digital, frontend-human” approach reshapes the child protection ecosystem in rural China","authors":"Qin Li, Xiaojing Lin","doi":"10.1111/ijsw.70088","DOIUrl":"https://doi.org/10.1111/ijsw.70088","url":null,"abstract":"<p>To address psychological health service gaps among rural left-behind children, this study examines how a socio-technical hybrid intervention model restructures the child protection ecosystem. Drawing on 45 stakeholder interviews from China's “L Letter-Accompaniment Project,” we analyzed the data through Bronfenbrenner's bioecological model, social capital theory, and a network-weaving perspective. The findings reveal a “backend-digital, frontend-human” paradigm. At the micro-level, handwritten letters foster compensatory proximal processes by providing low-stakes opportunities for self-disclosure via “weak ties.” At the meso-level, an AI-driven digital platform functions invisibly as a “network weaver,” identifying risks and coordinating school-based interventions without intruding on the children's analog safe space. At the exosystem level, the program secures continuity through institutional embedding. The study offers a theoretically informed and contextually grounded interpretation of how hybrid intervention can strengthen child protection ecosystems in rural China, with implications for policy and ethical governance in digital social welfare.</p>","PeriodicalId":47567,"journal":{"name":"International Journal of Social Welfare","volume":"35 3","pages":""},"PeriodicalIF":1.9,"publicationDate":"2026-07-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148467013","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Building nests for left-behind children's hearts: How a “backend-digital, frontend-human” approach reshapes the child protection ecosystem in rural China","authors":"Qin Li, Xiaojing Lin","doi":"10.1111/ijsw.70088","DOIUrl":"https://doi.org/10.1111/ijsw.70088","url":null,"abstract":"<p>To address psychological health service gaps among rural left-behind children, this study examines how a socio-technical hybrid intervention model restructures the child protection ecosystem. Drawing on 45 stakeholder interviews from China's “L Letter-Accompaniment Project,” we analyzed the data through Bronfenbrenner's bioecological model, social capital theory, and a network-weaving perspective. The findings reveal a “backend-digital, frontend-human” paradigm. At the micro-level, handwritten letters foster compensatory proximal processes by providing low-stakes opportunities for self-disclosure via “weak ties.” At the meso-level, an AI-driven digital platform functions invisibly as a “network weaver,” identifying risks and coordinating school-based interventions without intruding on the children's analog safe space. At the exosystem level, the program secures continuity through institutional embedding. The study offers a theoretically informed and contextually grounded interpretation of how hybrid intervention can strengthen child protection ecosystems in rural China, with implications for policy and ethical governance in digital social welfare.</p>","PeriodicalId":47567,"journal":{"name":"International Journal of Social Welfare","volume":"35 3","pages":""},"PeriodicalIF":1.9,"publicationDate":"2026-07-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148467014","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Isabelle von Saenger, Lena Dahlberg, Carin Lennartsson
{"title":"Changing patterns of care among older adults with care needs: Subgroup variations in formal, informal, and privately paid care in Sweden","authors":"Isabelle von Saenger, Lena Dahlberg, Carin Lennartsson","doi":"10.1111/ijsw.70086","DOIUrl":"https://doi.org/10.1111/ijsw.70086","url":null,"abstract":"<p>The Swedish welfare model emphasises universal access to publicly provided old-age care, yet demographic change, policy developments, and rising socioeconomic disparities have altered the balance between formal, informal, and privately paid care. Focusing on community-living individuals aged 77+ years with limitations in instrumental activities of daily living (IADL), this study examines how formal and informal IADL care has developed over three decades. Using repeated cross-sectional national data from Sweden between 1992 and 2021, differences by gender, education, household composition, and functional limitation were analysed, and privately paid care assessed. The results indicate a long-term decline in home care services, alongside a growing reliance on family care, particularly partner-provided care, even among individuals with more severe functional limitations. The use of privately purchased care has increased, especially among women and persons with higher education. Taken together, these patterns point to widening inequalities in access to care in the Swedish welfare model.</p>","PeriodicalId":47567,"journal":{"name":"International Journal of Social Welfare","volume":"35 3","pages":""},"PeriodicalIF":1.9,"publicationDate":"2026-07-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/ijsw.70086","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148467091","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Isabelle von Saenger, Lena Dahlberg, Carin Lennartsson
{"title":"Changing patterns of care among older adults with care needs: Subgroup variations in formal, informal, and privately paid care in Sweden","authors":"Isabelle von Saenger, Lena Dahlberg, Carin Lennartsson","doi":"10.1111/ijsw.70086","DOIUrl":"https://doi.org/10.1111/ijsw.70086","url":null,"abstract":"<p>The Swedish welfare model emphasises universal access to publicly provided old-age care, yet demographic change, policy developments, and rising socioeconomic disparities have altered the balance between formal, informal, and privately paid care. Focusing on community-living individuals aged 77+ years with limitations in instrumental activities of daily living (IADL), this study examines how formal and informal IADL care has developed over three decades. Using repeated cross-sectional national data from Sweden between 1992 and 2021, differences by gender, education, household composition, and functional limitation were analysed, and privately paid care assessed. The results indicate a long-term decline in home care services, alongside a growing reliance on family care, particularly partner-provided care, even among individuals with more severe functional limitations. The use of privately purchased care has increased, especially among women and persons with higher education. Taken together, these patterns point to widening inequalities in access to care in the Swedish welfare model.</p>","PeriodicalId":47567,"journal":{"name":"International Journal of Social Welfare","volume":"35 3","pages":""},"PeriodicalIF":1.9,"publicationDate":"2026-07-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/ijsw.70086","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148467090","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Mats Anderberg, Mikael Dahlberg, Karin Boson, Peter Wennberg, Sabina Kapetanovic
{"title":"Social establishment among young adults after treatment for substance use problems—A five-year follow-up study","authors":"Mats Anderberg, Mikael Dahlberg, Karin Boson, Peter Wennberg, Sabina Kapetanovic","doi":"10.1111/ijsw.70085","DOIUrl":"https://doi.org/10.1111/ijsw.70085","url":null,"abstract":"<p>Young people with substance use problems are at risk of having a significantly more difficult transition to adulthood. Without a stable income, it is difficult to get their own home and live an independent life. This article reports findings from a longitudinal study that analyses the social establishment among young adults 5 years after initiating outpatient treatment for substance use problems, with a focus on those not in education, employment, or training (NEET). The study utilises a longitudinal design, combining structured interview data from 452 adolescents treated at Maria clinics in Sweden at intervention onset with national register data at 5-years post-treatment initiation. NEET status and indicators of substance use, mental health, and criminality were analysed using chi-square tests and logistic regression. Five years of post-treatment, three quarters of enrolled youth were socially established; however, one quarter met the criteria for NEET status. NEET was associated with ongoing substance use, mental health issues, and criminality. Key predictors of NEET were financial hardship, exposure to violence, institutional placement, and lack of upper secondary school eligibility. A cumulative risk load significantly increased the likelihood of NEET status. Most young adults achieved social inclusion post-treatment, but a subgroup remained excluded. Early interventions targeting cumulative risk factors are crucial to prevent long-term marginalisation.</p>","PeriodicalId":47567,"journal":{"name":"International Journal of Social Welfare","volume":"35 3","pages":""},"PeriodicalIF":1.9,"publicationDate":"2026-07-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/ijsw.70085","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148462830","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Mats Anderberg, Mikael Dahlberg, Karin Boson, Peter Wennberg, Sabina Kapetanovic
{"title":"Social establishment among young adults after treatment for substance use problems—A five-year follow-up study","authors":"Mats Anderberg, Mikael Dahlberg, Karin Boson, Peter Wennberg, Sabina Kapetanovic","doi":"10.1111/ijsw.70085","DOIUrl":"https://doi.org/10.1111/ijsw.70085","url":null,"abstract":"<p>Young people with substance use problems are at risk of having a significantly more difficult transition to adulthood. Without a stable income, it is difficult to get their own home and live an independent life. This article reports findings from a longitudinal study that analyses the social establishment among young adults 5 years after initiating outpatient treatment for substance use problems, with a focus on those not in education, employment, or training (NEET). The study utilises a longitudinal design, combining structured interview data from 452 adolescents treated at Maria clinics in Sweden at intervention onset with national register data at 5-years post-treatment initiation. NEET status and indicators of substance use, mental health, and criminality were analysed using chi-square tests and logistic regression. Five years of post-treatment, three quarters of enrolled youth were socially established; however, one quarter met the criteria for NEET status. NEET was associated with ongoing substance use, mental health issues, and criminality. Key predictors of NEET were financial hardship, exposure to violence, institutional placement, and lack of upper secondary school eligibility. A cumulative risk load significantly increased the likelihood of NEET status. Most young adults achieved social inclusion post-treatment, but a subgroup remained excluded. Early interventions targeting cumulative risk factors are crucial to prevent long-term marginalisation.</p>","PeriodicalId":47567,"journal":{"name":"International Journal of Social Welfare","volume":"35 3","pages":""},"PeriodicalIF":1.9,"publicationDate":"2026-07-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/ijsw.70085","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148462831","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Social support as a buffer against mental health problems among persistent truants: Evidence from a large-scale population survey","authors":"Gökhan Kaya, Miia Bask","doi":"10.1111/ijsw.70084","DOIUrl":"10.1111/ijsw.70084","url":null,"abstract":"<p>Previous research has reported mental health disparities between truant and non-truant adolescents. However, it remains unclear how social support is associated with mental health outcomes across different levels of truancy. We investigate whether social support has similar mental health benefits for all truant adolescents or whether it plays a buffering/moderating role when truancy becomes persistent. Using data from the 2021 Swedish Public Health Survey of Children and Young People (<i>n</i> = 16,102; grades 9 and 11) during the COVID-19 pandemic, we estimate average marginal effects from OLS and logistic regression models. Results show that persistent truants report more psychosomatic complaints and are more prone to social media disorder and self-harm than occasional or non-truants, but these differences diminish substantially when they perceive higher social support. The results have implications for when and how social interventions may protect persistent truants' mental health.</p>","PeriodicalId":47567,"journal":{"name":"International Journal of Social Welfare","volume":"35 3","pages":""},"PeriodicalIF":1.9,"publicationDate":"2026-07-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/ijsw.70084","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148381088","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"GBV help-seeking and service provision during the COVID-19 pandemic: A review of impacts and responses","authors":"Lisa Boucher, Lorinda Seward","doi":"10.1111/ijsw.70083","DOIUrl":"10.1111/ijsw.70083","url":null,"abstract":"<p>This article shares results from a systematic review, exploring the pandemic's impacts on help-seeking and community-based services in North America. We aimed to identify shifts in help-seeking, community need and community supports and to highlight innovations and best practices. We searched ProQuest, Scholars Portal Journals and Web of Science databases, including English, peer-reviewed research studies on GBV help-seeking and/or service provision during the pandemic for review. After a two-stage screening process, a thematic analysis identified themes and gaps. Findings show that during the pandemic, victims/survivors faced additional barriers to help-seeking and structural inequality created intertwined crises. Many organizations adjusted services, adapted service formats and collaborated to respond to growing complexity and need. The literature emphasizes multi-faceted strategies necessary to address emerging and ongoing needs; however, it also raises questions about the organizational capacity and stability required to respond effectively to GBV. We explore findings and offer recommendations for policy and practice.</p>","PeriodicalId":47567,"journal":{"name":"International Journal of Social Welfare","volume":"35 3","pages":""},"PeriodicalIF":1.9,"publicationDate":"2026-06-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/ijsw.70083","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148381119","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}