The effectiveness of CBT-based NLP-enabled AI conversational agents for mental health intervention: a systematic review and meta-analysis

Yaming Hang, Wenzhi Wu, Yi Feng, Kai Yan, Yinuo Liu, Xiyao Xiao, Zhihong Qiao

Open source

DOI: 10.1038/s41746-026-02886-x
Published: 2026-06-12
Container: npj Digital Medicine
Publisher: Springer Science and Business Media LLC
Open access: unknown

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Cite this work

BibTeX

@article{allodium:10.1038/s41746-026-02886-x,
  title = {The effectiveness of CBT-based NLP-enabled AI conversational agents for mental health intervention: a systematic review and meta-analysis},
  author = {Yaming Hang and Wenzhi Wu and Yi Feng and Kai Yan and Yinuo Liu and Xiyao Xiao and Zhihong Qiao},
  year = {2026},
  journal = {npj Digital Medicine},
  doi = {10.1038/s41746-026-02886-x},
  url = {https://doi.org/10.1038/s41746-026-02886-x}
}

RIS

TY  - JOUR
TI  - The effectiveness of CBT-based NLP-enabled AI conversational agents for mental health intervention: a systematic review and meta-analysis
AU  - Yaming Hang
AU  - Wenzhi Wu
AU  - Yi Feng
AU  - Kai Yan
AU  - Yinuo Liu
AU  - Xiyao Xiao
AU  - Zhihong Qiao
PY  - 2026
JO  - npj Digital Medicine
DO  - 10.1038/s41746-026-02886-x
UR  - https://doi.org/10.1038/s41746-026-02886-x
ER  -

APA

Hang, Y., Wu, W., Feng, Y., Yan, K., Liu, Y., Xiao, X., & Qiao, Z. (2026). The effectiveness of CBT-based NLP-enabled AI conversational agents for mental health intervention: a systematic review and meta-analysis. npj Digital Medicine. https://doi.org/10.1038/s41746-026-02886-x

Source records

crossref · retrieved 2026-09-25T20:31:37.660Z