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Healthcare AI front-end design creates imbalanced user-AI relationships, paper argues

A new paper argues that ethical considerations for AI in healthcare have largely overlooked the user interface, focusing instead on backend issues like bias and fairness. The authors identify imbalanced user-AI relationships, where patients are visible to AI but cannot understand or influence their representation, as a critical front-end ethical failure. They propose design interventions to foster more balanced and participatory interactions between users and AI systems in healthcare settings. AI

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IMPACT Highlights the need for improved user interface design in healthcare AI to ensure ethical patient-AI interactions and clinician judgment.

RANK_REASON Academic paper discussing ethical failures in healthcare AI front-end design.

Read on arXiv cs.AI →

COVERAGE [1]

  1. arXiv cs.AI TIER_1 · Maureen Mghambi Mwadime ·

    The Imbalanced User-AI Relationships as an Ethical Failure of Front-End Design in Healthcare AI

    arXiv:2604.22767v1 Announce Type: cross Abstract: Ethical discourse on AI in healthcare has focused predominantly on back-end concerns such as bias, fairness and explainability, while the front-end interface, where patients and clinicians actually encounter AI outputs, remains un…