Radiologist-Level Stroke Classification on Non-contrast CT Scans with Deep U-Net. - Manvel Avetisian; Vladimir Kokh; Alexander Tuzhilin; Dmitry Umerenkov (MICCAI (3), 2019)

Predicting Clinical Diagnosis from Patients Electronic Health Records Using BERT-Based Neural Networks. - Pavel Blinov; Manvel Avetisian; Vladimir Kokh; Dmitry Umerenkov; Alexander Tuzhilin (AIME, 2020)

Generating Mammography Reports from Multi-view Mammograms with BERT. - Alexander Yalunin; Elena Sokolova; Ilya Burenko; Alexander Ponomarchuk; Olga Puchkova; Dmitriy Umerenkov (EMNLP (Findings), 2021)

CoRSAI: A System for Robust Interpretation of CT Scans of COVID-19 Patients Using Deep Learning. - Manvel Avetisian; Ilya Burenko; Konstantin Egorov; Vladimir Kokh; Aleksandr Nesterov; Aleksandr Nikolaev; Alexander Ponomarchuk; Elena Sokolova; Alex Tuzhilin; Dmitry Umerenkov (ACM Trans. Manag. Inf. Syst., 2021)

NeuralSympCheck: A Symptom Checking and Disease Diagnostic Neural Model with Logic Regularization. - Aleksandr Nesterov; Bulat Ibragimov; Dmitriy Umerenkov; Artem Shelmanov; Galina Zubkova; Vladimir Kokh (AIME, 2022)

Distantly supervised end-to-end medical entity extraction from electronic health records with human-level quality. - Alexander S. Nesterov; Dmitry Umerenkov (CoRR, 2022)

Abstractive summarization of hospitalisation histories with transformer networks. - Alexander Yalunin; Dmitriy Umerenkov; Vladimir Kokh (CoRR, 2022)

RuBioRoBERTa: a pre-trained biomedical language model for Russian language biomedical text mining. - Alexander Yalunin; Alexander S. Nesterov; Dmitriy Umerenkov (CoRR, 2022)

Predicting COVID-19 and pneumonia complications from admission texts. - Dmitriy Umerenkov; Oleg Cherkashin; Alexander S. Nesterov; Victor Gombolevskiy; Irina Demko; Alexander Yalunin; Vladimir Kokh (CoRR, 2023)

Deciphering Diagnoses: How Large Language Models Explanations Influence Clinical Decision Making. - Dmitriy Umerenkov; Galina Zubkova; Aleksandr Nesterov (CoRR, 2023)

PROSTATA: a framework for protein stability assessment using transformers. - Dmitriy Umerenkov; Fedor Nikolaev; Tatiana I Shashkova; Pavel V. Strashnov; Maria Sindeeva; Andrey Shevtsov; Nikita V. Ivanisenko; Olga L. Kardymon (Bioinform., 2023)

AIRI at RRG24: LLaVa with specialised encoder and decoder. - Marina Munkhoeva; Dmitry Umerenkov; Valentin Samokhin (BioNLP@ACL, 2024)