Author

Kelly McConvey

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#machine learning Preprint Sep 2026

Fairness Theatre: Evaluating Post-Hoc Fairness Interventions in Vendor-Controlled Early Warning Systems

Public institutions increasingly procure AI systems whose design they cannot inspect or change. In higher education, proprietary Early Warning Systems (EWS) leave colleges with few options beyond adjusting model outputs to address inequity. This raises the question of how fairness work is coordinated among vendors, ins...

Kelly McConvey, Angelina Zhai, Rebecca Li et al. · 0 citations

#artificial intelligence Preprint Sep 2026

A Benchmark&Dataset for Detecting AI-Manipulated Visual Evidence in the Court System

Photographic evidence is becoming increasingly vulnerable to forms of alteration and fabrication that existing legal and technical workflows are not well equipped to evaluate. Surveillance frames, dashcam stills, and phone photographs may be used to establish presence, sequence, causation, damage, or identity, yet cont...

Kelly McConvey, Sajad Ebrahimi, Nima Jamali et al. · 0 citations

#human-computer interacti... Review Sep 2026

A Sociotechnical Review of Algorithms in Health Systems: Technical, Cost, and Human-Centered Considerations

Artificial intelligence (AI) applications in healthcare are becoming increasingly prevalent, to assist health systems, providers, and patients with tasks such as decision-making, risk prediction, and diagnosis. This increasing computational potential brings AI applications to the forefront of workplace decision making,...

Victoria Chui, Kelly McConvey, Shion Guha · 0 citations