Development, system design, safety, and performance metrics of a conversational agent for reducing depressive and anxious symptoms based on a large language model: The MHAI study.
- DOI
- 10.1371/journal.pone.0344939
- Published
- 2026
- Container
- PloS one
- Publisher
- Not recorded
- Open access
- yes
Credibility signals
uncertain Score 53/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- supportingDirectory of Open Access Journals: A matching record was returned by DOAJ.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- supportingOpen access status: Normalized open-access status: open.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Cite this work
BibTeX
@article{allodium:10.1371/journal.pone.0344939,
title = {Development, system design, safety, and performance metrics of a conversational agent for reducing depressive and anxious symptoms based on a large language model: The MHAI study.},
author = {Villarreal-Zegarra D and Paredes-Gonzales Y and Dámaso-Román A and Quiñones-Inga J and Centeno-Terrazas G and Lozada YPA},
year = {2026},
journal = {PloS one},
doi = {10.1371/journal.pone.0344939},
url = {https://doi.org/10.1371/journal.pone.0344939}
}RIS
TY - JOUR TI - Development, system design, safety, and performance metrics of a conversational agent for reducing depressive and anxious symptoms based on a large language model: The MHAI study. AU - Villarreal-Zegarra D AU - Paredes-Gonzales Y AU - Dámaso-Román A AU - Quiñones-Inga J AU - Centeno-Terrazas G AU - Lozada YPA PY - 2026 JO - PloS one DO - 10.1371/journal.pone.0344939 UR - https://doi.org/10.1371/journal.pone.0344939 ER -
APA
D, V., Y, P., A, D., J, Q., G, C., & YPA, L. (2026). Development, system design, safety, and performance metrics of a conversational agent for reducing depressive and anxious symptoms based on a large language model: The MHAI study.. PloS one. https://doi.org/10.1371/journal.pone.0344939
Source records
- pubmed · retrieved 2026-09-27T11:47:48.964Z
- europe-pmc · retrieved 2026-09-27T11:47:48.973Z
- doaj · retrieved 2026-09-27T11:47:48.964Z