Generating Mammography Reports from Multi-view Mammograms with BERT

no code implementations • Findings (EMNLP) 2021 • Alexander Yalunin, Elena Sokolova, Ilya Burenko, Alexander Ponomarchuk, Olga Puchkova, Dmitriy Umerenkov

Writing mammography reports can be error-prone and time-consuming for radiologists.

Predicting COVID-19 and pneumonia complications from admission texts

no code implementations • 5 May 2023 • Dmitriy Umerenkov, Oleg Cherkashin, Alexander Nesterov, Victor Gombolevskiy, Irina Demko, Alexander Yalunin, Vladimir Kokh

In this paper we present a novel approach to risk assessment for patients hospitalized with pneumonia or COVID-19 based on their admission reports.

NeuralSympCheck: A Symptom Checking and Disease Diagnostic Neural Model with Logic Regularization

1 code implementation • 2 Jun 2022 • Aleksandr Nesterov, Bulat Ibragimov, Dmitriy Umerenkov, Artem Shelmanov, Galina Zubkova, Vladimir Kokh

The symptom checking systems inquire users for their symptoms and perform a rapid and affordable medical assessment of their condition.

Reinforcement Learning (RL)

RuBioRoBERTa: a pre-trained biomedical language model for Russian language biomedical text mining

1 code implementation • 8 Apr 2022 • Alexander Yalunin, Alexander Nesterov, Dmitriy Umerenkov

This paper presents several BERT-based models for Russian language biomedical text mining (RuBioBERT, RuBioRoBERTa).

Language Modelling named-entity-recognition +6

Abstractive summarization of hospitalisation histories with transformer networks

no code implementations • 5 Apr 2022 • Alexander Yalunin, Dmitriy Umerenkov, Vladimir Kokh

In this paper we present a novel approach to abstractive summarization of patient hospitalisation histories.

Abstractive Text Summarization