Update README.md

README.md

@@ -137,7 +137,7 @@ F1 score metrics for test sample across categories
 
 ## Citation 
 
-- **Papers:** Vanin, A., Bolshev, V., & Panfilova, A. (2024). Applying LLM and Topic Modelling in Psychotherapeutic Contexts. ArXiv, abs/2412.17449. <https://arxiv.org/abs/2412.17449>
+- **Papers:** Vanin A, Bolshev V and Panfilova A (2025) Psychotherapist remarks’ ML classifier: insights from LLM and topic modeling application. Front. Psychiatry 16:1608163. doi: 10.3389/fpsyt.2025.1608163. <https://doi.org/10.3389/fpsyt.2025.1608163>
 - **Developed by:** @myentity, @VadZhen, @Alek123
 - **License:** MIT
 
@@ -145,13 +145,13 @@ F1 score metrics for test sample across categories
 **BibTeX:**
 
 ```
-@misc{vanin2024applyingllmtopicmodelling,
-      title={Applying LLM and Topic Modelling in Psychotherapeutic Contexts}, 
-      author={Alexander Vanin and Vadim Bolshev and Anastasia Panfilova},
-      year={2024},
-      eprint={2412.17449},
-      archivePrefix={arXiv},
-      primaryClass={cs.LG},
-      url={https://arxiv.org/abs/2412.17449}, 
-}
+@ARTICLE{10.3389/fpsyt.2025.1608163,   
+AUTHOR={Vanin, Alexander  and Bolshev, Vadim  and Panfilova, Anastasia },          
+TITLE={Psychotherapist remarks’ ML classifier: insights from LLM and topic modeling application},        
+JOURNAL={Frontiers in Psychiatry},         
+VOLUME={Volume 16 - 2025}, 
+YEAR={2025}, 
+URL={https://www.frontiersin.org/journals/psychiatry/articles/10.3389/fpsyt.2025.1608163},
+DOI={10.3389/fpsyt.2025.1608163},
+ISSN={1664-0640},
 ```