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Enhancing Fairness in Diabetes Prediction Systems through Smart User Interface Design

2025-06-05 medical ethics Title + abstract only
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ObjectivesArtificial intelligence (AI) in chronic disease prediction often exhibits algorithmic biases, hindering equitable healthcare delivery. This study aims to develop and evaluate a Smart User Interface (Smart UI) framework that enhances fairness in diabetes prediction systems by operationalizing fairness at the human-computer interaction level, a dimension frequently overlooked in AI fairness research. Materials and MethodsWe employed a nine-metric fairness evaluation framework across fou...

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