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Grant: Summer Program in Aging

University of British Columbia

$1,000.00

Reducing Precision Medicine Inequity: Developing a Machine Learning Model Identifying Intersectional Factors Affecting Precision Medicine Accessibility for Older Adults with Cancer

FY 2025-26

Summary
Precision medicine (PM) refers to a relatively new approach to informing individuals about care options based on a person's whole self, including genetics, environmental and social factors. PM aims to customize care to individuals because every individual is different. In Canada, PM access and care options differ provincially due to different provincial health systems. Due to its closeness to genetics, PM-guided treatment is strongly linked with cancer treatment. While individualized PM cancer treatment options sound promising, there is limited access and participation in PM. This is more pronounced for marginalized groups, including Indigenous, racialized and 2SLGBTQIA+. My doctoral work will develop a machine learning model that can identify factors affecting PM accessibility through an integration of an intersectional framework, which recognizes the individualized experience based on the connections of an individual's social categories and power structure, using electronic health records from the British Columbia Cancer Agency. My doctoral project has two specific objectives. The first objective is to develop a model describing the relationships between various intersectional variables (e.g., age, sex, Indigenous status, impact on climate change, 2SLGBTQIA+) to PM accessibility outcomes (e.g., offered genetic testing, receipt of targeted gene therapy). The second objective is to test the developed tool to ensure its performance and accuracy. My study aims to address the health inequity that exists with older adults with cancer in marginalized groups to PM accessibility. The developed tool can identify specific variables affecting PM accessibility, which can lead to the development of guidelines and policies to make PM access easier for individuals in marginalized groups to promote equity in Canada.
Program
Summer Program in Aging
Location
British Columbia, Canada
Recipient Type
Academia
Type
Grant
Source
CIHR Funding Decisions Database

As published

Id
560171
Name
Lee Ka Young
Region
British Columbia
Country
Canada
Orgtype
Institution Paid; Research Institution
Instname2
Aging
Theme2
Health systems / services
Prcname2
Summer Program in Aging
Projecttitle
Reducing Precision Medicine Inequity: Developing a Machine Learning Model Identifying Intersectional Factors Affecting Precision Medicine Accessibility for Older Adults with Cancer
Programtype2
Undefined
Orgnameinp2
University of British Columbia
Cihramount2
$1,000
Cihrequipment2
$0
Programname2
Summer Program in Aging
Keyworddelim
Cancer; Health Equity; Health Services; Intersectionality; Machine Learning; Precision Medicine
Abstract
Precision medicine (PM) refers to a relatively new approach to informing individuals about care options based on a person's whole self, including genetics, environmental and social factors. PM aims to customize care to individuals because every individual is different. In Canada, PM access and care options differ provincially due to different provincial health systems. Due to its closeness to genetics, PM-guided treatment is strongly linked with cancer treatment. While individualized PM cancer treatment options sound promising, there is limited access and participation in PM. This is more pronounced for marginalized groups, including Indigenous, racialized and 2SLGBTQIA+. My doctoral work will develop a machine learning model that can identify factors affecting PM accessibility through an integration of an intersectional framework, which recognizes the individualized experience based on the connections of an individual's social categories and power structure, using electronic health records from the British Columbia Cancer Agency. My doctoral project has two specific objectives. The first objective is to develop a model describing the relationships between various intersectional variables (e.g., age, sex, Indigenous status, impact on climate change, 2SLGBTQIA+) to PM accessibility outcomes (e.g., offered genetic testing, receipt of targeted gene therapy). The second objective is to test the developed tool to ensure its performance and accuracy. My study aims to address the health inequity that exists with older adults with cancer in marginalized groups to PM accessibility. The developed tool can identify specific variables affecting PM accessibility, which can lead to the development of guidelines and policies to make PM access easier for individuals in marginalized groups to promote equity in Canada.
Competitiondate
202511
Approvedterm2
1 yr 0 mth
Pinamesdelim
Lee, Ka Young
Approvedterm
1 an 0 mois
Cihrcontribution2
~ $1,000~ $0~
University of British Columbia - $1,000 Grant (2025-2… | Canada Spends