From Tool to Agent: A Semi-Systematic Review of Human–AI Alignment and a Proposed Tiered Healing Ecosystem for Mental Health

Anran Ma, Jingying Chen, Zhiyi Yang

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DOI: 10.3390/healthcare14060820
Published: 2026-03-23
Container: Healthcare
Publisher: MDPI AG
Open access: unknown

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Cite this work

BibTeX

@article{allodium:10.3390/healthcare14060820,
  title = {From Tool to Agent: A Semi-Systematic Review of Human–AI Alignment and a Proposed Tiered Healing Ecosystem for Mental Health},
  author = {Anran Ma and Jingying Chen and Zhiyi Yang},
  year = {2026},
  journal = {Healthcare},
  doi = {10.3390/healthcare14060820},
  url = {https://doi.org/10.3390/healthcare14060820}
}

RIS

TY  - JOUR
TI  - From Tool to Agent: A Semi-Systematic Review of Human–AI Alignment and a Proposed Tiered Healing Ecosystem for Mental Health
AU  - Anran Ma
AU  - Jingying Chen
AU  - Zhiyi Yang
PY  - 2026
JO  - Healthcare
DO  - 10.3390/healthcare14060820
UR  - https://doi.org/10.3390/healthcare14060820
ER  -

APA

Ma, A., Chen, J., & Yang, Z. (2026). From Tool to Agent: A Semi-Systematic Review of Human–AI Alignment and a Proposed Tiered Healing Ecosystem for Mental Health. Healthcare. https://doi.org/10.3390/healthcare14060820

Source records

crossref · retrieved 2026-09-26T23:18:14.531Z