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Generalizability of results to non-US healthcare settings

Ascertain how well the performance and assistive impacts reported for AMIE and general cardiologists in this single-center, US-based, English-only dataset extrapolate to healthcare systems and patient populations in non-US settings.

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Background

The paper uses retrospective, de-identified data from a single US center with English-language clinical text, which may introduce geographical and linguistic biases. The authors explicitly state uncertainty regarding applicability beyond the US context.

Evaluating generalizability is essential to understand whether AMIE-assisted workflows and observed benefits hold in diverse international healthcare environments with different patient populations, resource constraints, and clinical practices.

References

Further limitations of our work include a biased sample of patients - patients were selected from one US center, using only English text. It is unclear how well our results will extrapolate to other non-US settings.

Towards Democratization of Subspeciality Medical Expertise (2410.03741 - O'Sullivan et al., 1 Oct 2024) in Section 6 (Discussion) — Limitations