Multiagent Large Language Model Framework for Psychotherapy Fidelity Assessment in Motivational Interviewing and Cognitive Behavioral Therapy Training: Cross-Sectional, Simulation-Based Evaluation Study

Mohammad Amin Kamaleddin, Mina Mirjalili, Reza Barzegar, Nghia Trung Le, Zachary Cote, Olga Winkler, Lisa Burback, Yanbo Zhang, Osmar R Zaiane, Candice Monson, Divya Sharma, Sri Krishnan, Andrew J Greenshaw, Richard Zeifman, Peter Selby, Venkat Bhat

Open source

DOI: 10.2196/92964
Published: 2026-08-18
Container: JMIR Medical Education
Publisher: JMIR Publications Inc.
Open access: unknown

Credibility signals

uncertain Score 64/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

supportingDOI registered: A matching record was returned by Crossref. Source: Crossref; license: CC0 metadata
supportingDOI resolves: A matching record was returned by Crossref. Source: Crossref; license: CC0 metadata
not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
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. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredOpen access status: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
supportingMetadata completeness: All 6 scored descriptive metadata groups are present. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer

Cite this work

BibTeX

@article{allodium:10.2196/92964,
  title = {Multiagent Large Language Model Framework for Psychotherapy Fidelity Assessment in Motivational Interviewing and Cognitive Behavioral Therapy Training: Cross-Sectional, Simulation-Based Evaluation Study},
  author = {Mohammad Amin Kamaleddin and Mina Mirjalili and Reza Barzegar and Nghia Trung Le and Zachary Cote and Olga Winkler and Lisa Burback and Yanbo Zhang and Osmar R Zaiane and Candice Monson and Divya Sharma and Sri Krishnan and Andrew J Greenshaw and Richard Zeifman and Peter Selby and Venkat Bhat},
  year = {2026},
  journal = {JMIR Medical Education},
  doi = {10.2196/92964},
  url = {https://doi.org/10.2196/92964}
}

RIS

TY  - JOUR
TI  - Multiagent Large Language Model Framework for Psychotherapy Fidelity Assessment in Motivational Interviewing and Cognitive Behavioral Therapy Training: Cross-Sectional, Simulation-Based Evaluation Study
AU  - Mohammad Amin Kamaleddin
AU  - Mina Mirjalili
AU  - Reza Barzegar
AU  - Nghia Trung Le
AU  - Zachary Cote
AU  - Olga Winkler
AU  - Lisa Burback
AU  - Yanbo Zhang
AU  - Osmar R Zaiane
AU  - Candice Monson
AU  - Divya Sharma
AU  - Sri Krishnan
AU  - Andrew J Greenshaw
AU  - Richard Zeifman
AU  - Peter Selby
AU  - Venkat Bhat
PY  - 2026
JO  - JMIR Medical Education
DO  - 10.2196/92964
UR  - https://doi.org/10.2196/92964
ER  -

APA

Kamaleddin, M. A., Mirjalili, M., Barzegar, R., Le, N. T., Cote, Z., Winkler, O., Burback, L., Zhang, Y., Zaiane, O. R., Monson, C., Sharma, D., Krishnan, S., Greenshaw, A. J., Zeifman, R., Selby, P., & Bhat, V. (2026). Multiagent Large Language Model Framework for Psychotherapy Fidelity Assessment in Motivational Interviewing and Cognitive Behavioral Therapy Training: Cross-Sectional, Simulation-Based Evaluation Study. JMIR Medical Education. https://doi.org/10.2196/92964

Source records

crossref · retrieved 2026-11-11T01:13:03.589Z