Capitalizing on natural language processing (NLP) to automate the evaluation of coach implementation fidelity in guided digital cognitive-behavioral therapy (GdCBT)

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This paper evaluates the use of natural language processing and machine learning to automate the monitoring of coach implementation fidelity in guided digital cognitive-behavioral therapy. The study analyzes text-based messages from coaches supporting users with anxiety, depression, or eating disorders, comparing algorithmic predictions against human coder ratings. It reports that sentiment analysis and specific ML models achieved acceptable performance metrics in predicting fidelity scores.

ID
2c0eb0f6bbad4bef
Source org
PubMed Central
Author
Nur Hani Zainal (National University of Singapore), Regina Eckhardt (Technical University of Munich), Gavin N. Rackoff (Pennsylvania State University), Ellen E. Fitzsimmons‐Craft (Washington University in St. Louis), Elsa E. Rojas-Ashe (Stanford University), Craig Barr Taylor (Palo Alto University), Burkhardt Funk (Leuphana University of Lüneburg), Daniel Eisenberg (University of California, Los Angeles), Denise E. Wilfley (Washington University in St. Louis), Michelle G. Newman (Pennsylvania State University)
Published
2025-01-01
OA status
hybrid
DOI
10.1017/S0033291725000340
PMID
Not recorded
PMCID
Not recorded
Citations
5

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BibTeX

@article{allodium:2c0eb0f6bbad4bef,
  title = {Capitalizing on natural language processing (NLP) to automate the evaluation of coach implementation fidelity in guided digital cognitive-behavioral therapy (GdCBT)},
  author = {Nur Hani Zainal and Regina Eckhardt and Gavin N. Rackoff and Ellen E. Fitzsimmons‐Craft and Elsa E. Rojas-Ashe and Craig Barr Taylor and Burkhardt Funk and Daniel Eisenberg and Denise E. Wilfley and Michelle G. Newman},
  year = {2025},
  journal = {PubMed Central},
  doi = {10.1017/S0033291725000340},
  url = {https://doi.org/10.1017/S0033291725000340}
}

RIS

TY  - JOUR
TI  - Capitalizing on natural language processing (NLP) to automate the evaluation of coach implementation fidelity in guided digital cognitive-behavioral therapy (GdCBT)
AU  - Zainal, Nur Hani
AU  - Eckhardt, Regina
AU  - Rackoff, Gavin N.
AU  - Fitzsimmons‐Craft, Ellen E.
AU  - Rojas-Ashe, Elsa E.
AU  - Taylor, Craig Barr
AU  - Funk, Burkhardt
AU  - Eisenberg, Daniel
AU  - Wilfley, Denise E.
AU  - Newman, Michelle G.
PY  - 2025
PB  - PubMed Central
DO  - 10.1017/S0033291725000340
UR  - https://doi.org/10.1017/S0033291725000340
ER  -

APA

Zainal, N. H., Eckhardt, R., Rackoff, G. N., Fitzsimmons‐Craft, E. E., Rojas-Ashe, E. E., Taylor, C. B., Funk, B., Eisenberg, D., Wilfley, D. E., & Newman, M. G. (2025). Capitalizing on natural language processing (NLP) to automate the evaluation of coach implementation fidelity in guided digital cognitive-behavioral therapy (GdCBT). PubMed Central. https://doi.org/10.1017/S0033291725000340

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