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Developing mental health AI tools that improve care across different groups and contexts

In order to realize the potential of mental health AI applications to deliver improved care, a multipronged approach is needed, including representative AI datasets, research practices that reflect and anticipate potential sources of bias, stakeholder engagement, and equitable design practices.

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References

  1. Martinez-Martin, N., Dunn, L. B. & Roberts, L. W. AMA J. Ethics 20, E804–811 (2018).

    Article  MATH  Google Scholar 

  2. Pham, K. T., Sheynin, J. & Liberzon, I. in Comprehensive Precision Medicine 1st edn (ed. Ramos, K. S.) 83–91 (Elsevier, 2024); https://doi.org/10.1016/B978-0-12-824010-6.00073-3.

  3. Torous, J. & Blease, C. World Psychiatry 23, 1–2 (2024).

    Article  Google Scholar 

  4. Martinez-Martin, N., Greely, H. T. & Cho, M. K. JMIR mHealth uHealth 9, e27343 (2021).

    Article  Google Scholar 

  5. Cho, M. K. Nat. Med. 27, 2079–2081 (2021).

    Article  Google Scholar 

  6. Booth, B. M. et al. Bias and fairness in multimodal machine learning: A case study of automated video interviews. In Proc. 2021 International Conference on Multimodal Interaction 268–277 (ACM, 2021).

  7. London, A. J. Cell Rep. Med. 27, 100622 (2022).

    Article  MATH  Google Scholar 

  8. Gianfrancesco, M. A., Tamang, S., Yazdany, J. & Schmajuk, G. JAMA Inter. Med. 178, 1544–1547 (2018).

    Article  Google Scholar 

  9. Gara, M. A., Minsky, S., Silverstein, S. M., Miskimen, T. & Strakowski, S. M. Psychiatr. Serv. 70, 130–134 (2019).

    Article  Google Scholar 

  10. Frances, A. & Ramos, L. Preliminary Report on Chatbot Iatrogenic Dangers. Psychiatric Times (15 August 2025).

  11. Lee, J. & Trudel, R. J. Consum. Psychol. 35, 121–128 (2025).

    Article  Google Scholar 

  12. Holman, E. A., Thompson, R. R., Garfin, D. R. & Silver, R. C. Sci. Adv. 6, eabd5390 (2020).

    Article  Google Scholar 

  13. Ienca, M. & Malgieri, G. Mental Data Protection and the GDPR. Social Science Research Network https://doi.org/10.2139/ssrn.3840403 (2021).

  14. Favaretto, M., De Clercq, E. & Elger, B. S. J. Big Data 6, 12 (2019).

    Article  Google Scholar 

  15. Stade, E. C., Eichstaedt, J. C., Kim, J. P. & Stirman, S. W. Technol. Mind Behav. https://doi.org/10.1037/tmb0000163 (2025).

    Article  Google Scholar 

Download references

Acknowledgements

This work was supported by NIH/NHGRI Grant R01HG014227.

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Correspondence to Nicole Martinez-Martin.

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Nature Computational Science thanks Olusola Ajilore, Jony Sheynin, and the other, anonymous, reviewer(s) for their contribution to the peer review of this work.

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Martinez-Martin, N. Developing mental health AI tools that improve care across different groups and contexts. Nat Comput Sci 5, 839–840 (2025). https://doi.org/10.1038/s43588-025-00882-x

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