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| Year | Title | Venue | Highlights | |------|-------|-------|------------| | | Bias‑Aware Machine Learning: A Practical Framework | Journal of AI Research (JAI) | Introduces BAML pipeline; 250+ citations (as of 2024). | | 2022 | Algorithmic Fairness in Health‑Care Decision Support | Nature Digital Medicine | Demonstrates reduction of racial disparity in ICU triage algorithms. | | 2023 | Data for Good: Community‑Centred Approaches | Communications of the ACM | Outlines CCDF; case studies from Indigenous groups in Canada. | | 2024 | The Manescu Metric: Theory and Applications | Proceedings of the AAAI Conference | Formal proof of metric properties; applied to credit‑scoring models. | | 2024 | Ethical AI in the Age of Large Language Models (Opinion) | The New York Times (Op‑Ed) | Calls for global governance standards; cited in EU policy drafts. | | Year | Title | Venue | Highlights

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