Artificial intelligence;
Diverse population;
Healthcare;
Inclusivity in artificial intelligence;
Marginalized population;
ARTIFICIAL-INTELLIGENCE;
ALGORITHMIC FAIRNESS;
ETHICS;
BIAS;
MEDICINE;
FUTURE;
D O I:
10.1186/s12911-025-02884-1
中图分类号:
R-058 [];
学科分类号:
摘要:
BackgroundArtificial intelligence (AI)-based systems are being rapidly integrated into the fields of health and social care. Although such systems can substantially improve the provision of care, diverse and marginalized populations are often incorrectly or insufficiently represented within these systems. This review aims to assess the influence of AI on health and social care among these populations, particularly with regard to issues related to inclusivity and regulatory concerns.MethodsWe followed the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines. Six leading databases were searched, and 129 articles were selected for this review in line with predefined eligibility criteria.ResultsThis research revealed disparities in AI outcomes, accessibility, and representation among diverse groups due to biased data sources and a lack of representation in training datasets, which can potentially exacerbate inequalities in care delivery for marginalized communities.ConclusionAI development practices, legal frameworks, and policies must be reformulated to ensure that AI is applied in an equitable manner. A holistic approach must be used to address disparities, enforce effective regulations, safeguard privacy, promote inclusion and equity, and emphasize rigorous validation.
机构:
Texas State Univ, Phys Therapy, Round Rock, TX USAUniv Dublin Trinity Coll, Discipline Physiotherapy, Dublin, Ireland
Hale, Jennifer
Bezner, Janet
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Texas State Univ, Phys Therapy, Round Rock, TX USAUniv Dublin Trinity Coll, Discipline Physiotherapy, Dublin, Ireland
Bezner, Janet
Harwood, Kenneth
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机构:
George Washington Univ, Sch Med & Hlth Sci, Clin Res & Leadership, Washington, DC 20052 USAUniv Dublin Trinity Coll, Discipline Physiotherapy, Dublin, Ireland
Harwood, Kenneth
Green-Wilson, Jennifer
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SUNY Coll Brockport, Hlth Care Adm, Brockport, NY 14420 USAUniv Dublin Trinity Coll, Discipline Physiotherapy, Dublin, Ireland
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Univ Wollongong, Early Start, Wollongong, NSW, Australia
Univ Wollongong, Sch Hlth & Soc, Fac Arts Social Sci & Humanities, Wollongong, NSW, AustraliaUniv Wollongong, Early Start, Wollongong, NSW, Australia
Ryan, Sarah T.
Kariippanon, Katharina Elisabeth
论文数: 0引用数: 0
h-index: 0
机构:
Univ Wollongong, Early Start, Wollongong, NSW, Australia
Univ Wollongong, Sch Hlth & Soc, Fac Arts Social Sci & Humanities, Wollongong, NSW, Australia
Univ Wollongong, Illawarra Hlth & Med Res Inst, Wollongong, NSW, AustraliaUniv Wollongong, Early Start, Wollongong, NSW, Australia
Kariippanon, Katharina Elisabeth
Okely, Anthony D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Wollongong, Early Start, Wollongong, NSW, Australia
Univ Wollongong, Sch Hlth & Soc, Fac Arts Social Sci & Humanities, Wollongong, NSW, Australia
Univ Wollongong, Illawarra Hlth & Med Res Inst, Wollongong, NSW, AustraliaUniv Wollongong, Early Start, Wollongong, NSW, Australia
Okely, Anthony D.
Stanley, Rebecca M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Wollongong, Early Start, Wollongong, NSW, Australia
Univ Wollongong, Sch Hlth & Soc, Fac Arts Social Sci & Humanities, Wollongong, NSW, Australia
Univ Wollongong, Illawarra Hlth & Med Res Inst, Wollongong, NSW, AustraliaUniv Wollongong, Early Start, Wollongong, NSW, Australia
Stanley, Rebecca M.
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Waqa, Gade
Randle, Melanie
论文数: 0引用数: 0
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Univ Wollongong, Fac Business & Law, Wollongong, NSW, AustraliaUniv Wollongong, Early Start, Wollongong, NSW, Australia
机构:
Technion, Israel Inst Technol, Fac Architecture & Town Planning, Haifa, IsraelTechnion, Israel Inst Technol, Fac Architecture & Town Planning, Haifa, Israel
Dilian, Omer
Beckers, Caroline
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机构:
Univ Ghent, Fac Sci, Dept Geog, Ghent, BelgiumTechnion, Israel Inst Technol, Fac Architecture & Town Planning, Haifa, Israel
Beckers, Caroline
Witlox, Frank
论文数: 0引用数: 0
h-index: 0
机构:
Univ Ghent, Fac Sci, Dept Geog, Ghent, BelgiumTechnion, Israel Inst Technol, Fac Architecture & Town Planning, Haifa, Israel
Witlox, Frank
Davidovitch, Nadav
论文数: 0引用数: 0
h-index: 0
机构:
Ben Gur Univ Negev, Fac Hlth Sci, Beer Sheva, IsraelTechnion, Israel Inst Technol, Fac Architecture & Town Planning, Haifa, Israel
Davidovitch, Nadav
Martens, Karel
论文数: 0引用数: 0
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机构:
Technion, Israel Inst Technol, Fac Architecture & Town Planning, Haifa, IsraelTechnion, Israel Inst Technol, Fac Architecture & Town Planning, Haifa, Israel