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Who is analysing what? The opportunities, risks and implications of using predictive risk modelling with Indigenous Australians in child protection: A scoping review
16 references·4 citing·34 second hop
Who is analysing what? The opportunities, risks and implications of using predictive risk modelling with Indigenous Australians in child protection: A scoping review (2021)Who is analysing what? The opportunities,…The politics of identity: who counts as aboriginal today? (2022)The politics of identity: who…A Survey on Bias and Fairness in Machine Learning (2021)A Survey on Bias and Fairness…Indigenous Data Sovereignty and Policy (2020)Indigenous Data Sovereignty a…A Human-Centered Review of Algorithms used within the U.S. Child Welfare System (2020)A Human-Centered Review of Al…PRISMA Extension for Scoping Reviews (PRISMA-ScR): Checklist and Explanation (2018)PRISMA Extension for Scoping …Indigenous data, indigenous methodologies and indigenous data sovereignty (2018)Indigenous data, indigenous m…Ensuring Fairness in Machine Learning to Advance Health Equity (2018)Ensuring Fairness in Machine …Automating Inequality: How High-Tech Tools Profile, Police, and Punish the Poor (2018)Automating Inequality: How Hi…Risk assessment and decision making in child protective services: Predictive risk modeling in context (2017)Risk assessment and decision …Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments (2017)Fair Prediction with Disparat…Inherent Trade-Offs in the Fair Determination of Risk Scores (2016)Inherent Trade-Offs in the Fa…Guidance for conducting systematic scoping reviews (2015)Guidance for conducting syste…Child protection as surveillance of African American families (2014)Child protection as surveilla…Scoping studies: towards a methodological framework (2005)Scoping studies: towards a me…Pathways to the Overrepresentation of Aboriginal Children in Canada’s Child Welfare System (2004)Pathways to the Overrepresent…Trauma Trails, Recreating Song Lines: The Transgenerational Effects of Trauma in Indigenous Australia (2002)Trauma Trails, Recreating Son…Indigenous Data Sovereignty and Social Work in Australia (2023)Indigenous Data Sovereignty a…Datenauswertungen zur Vorhersage von Entwicklungen – Predictive Risk Modelling (2023)Datenauswertungen zur Vorhers…Mechanisms of Inequity: The Impact of Instrumental Biases in the Child Protection System (2022)Mechanisms of Inequity: The I…Do more data equal more truth? Toward a cybernetic approach to data (2021)Do more data equal more truth…Report of the Royal Commission on Aboriginal Peoples (1996)Beyond Recovery: Colonization, Health and Healing for Indigenous People in Canada (2009)Culture and context in understanding child maltreatment: Contributions of intersectionality and neighborhood-based research (2014)Testing the cycle of maltreatment hypothesis: Meta-analytic evidence of the intergenerational transmission of child maltreatment (2019)Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement (2009)Scoping studies: advancing the methodology (2010)Updated methodological guidance for the conduct of scoping reviews (2020)Fairness through awareness (2012)Equality of Opportunity in Supervised Learning (2016)Dissecting racial bias in an algorithm used to manage the health of populations (2019)Fairness and Abstraction in Sociotechnical Systems (2019)Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement (2009)The PRISMA 2020 statement: an updated guideline for reporting systematic reviews (2021)The PRISMA 2020 statement: an updated guideline for reporting systematic reviews (2021)The PRISMA 2020 statement: An updated guideline for reporting systematic reviews (2021)Dilemmas in a general theory of planning (1973)Algorithms at Work: The New Contested Terrain of Control (2019)What Do Platforms Do? Understanding the Gig Economy (2020)Health Care Disparities (2003)Mitigating Unwanted Biases with Adversarial Learning (2018)Artificial intelligence and algorithmic bias: implications for health systems (2019)Measures of Racism, Sexism, Heterosexism, and Gender Binarism for Health Equity Research: From Structural Injustice to Embodied Harm—An Ecosocial Analysis (2019)Ethical Machine Learning in Healthcare (2021)Semantics derived automatically from language corpora contain human-like biases (2017)Gender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification (2018)Algorithmic Bias in Education (2021)Connecting the dots in trustworthy Artificial Intelligence: From AI principles, ethics, and key requirements to responsible AI systems and regulation (2023)Aboriginal and Torres Strait Islander Suicide in Context (2006)Decolonising Psychology: Validating Social and Emotional Wellbeing (2017)Understanding the Australian Aboriginal experience of collective, historical and intergenerational trauma (2019)Systematic review or scoping review? Guidance for authors when choosing between a systematic or scoping review approach (2018)AI Fairness 360: An extensible toolkit for detecting and mitigating algorithmic bias (2019)Social Data: Biases, Methodological Pitfalls, and Ethical Boundaries (2019)Fairness and Bias in Artificial Intelligence: A Brief Survey of Sources, Impacts, and Mitigation Strategies (2023)
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References

  • 2018PRISMA Extension for Scoping Reviews (PRISMA-ScR): Checklist and Explanation43,318 cited
  • 2005Scoping studies: towards a methodological framework36,603 cited
  • 2015Guidance for conducting systematic scoping reviews7,457 cited
  • 2021A Survey on Bias and Fairness in Machine Learning5,798 cited
  • 2018Automating Inequality: How High-Tech Tools Profile, Police, and Punish the Poor3,279 cited
  • 2017Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments2,157 cited
  • 2018Ensuring Fairness in Machine Learning to Advance Health Equity1,334 cited
  • 2016Inherent Trade-Offs in the Fair Determination of Risk Scores942 cited
  • 2002Trauma Trails, Recreating Song Lines: The Transgenerational Effects of Trauma in Indigenous Australia571 cited
  • 2004Pathways to the Overrepresentation of Aboriginal Children in Canada’s Child Welfare System384 cited
  • 2018Indigenous data, indigenous methodologies and indigenous data sovereignty365 cited
  • 2020Indigenous Data Sovereignty and Policy273 cited
  • 2017Risk assessment and decision making in child protective services: Predictive risk modeling in context145 cited
  • 2022The politics of identity: who counts as aboriginal today?130 cited
  • 2014

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Child protection as surveillance of African American families
120 cited
  • 2020A Human-Centered Review of Algorithms used within the U.S. Child Welfare System116 cited
  • Cited by

    • 2022Mechanisms of Inequity: The Impact of Instrumental Biases in the Child Protection System18 cited
    • 2023Indigenous Data Sovereignty and Social Work in Australia15 cited
    • 2021Do more data equal more truth? Toward a cybernetic approach to data6 cited
    • 2023Datenauswertungen zur Vorhersage von Entwicklungen – Predictive Risk Modelling3 cited