91 citations · 116 across the 9 of their papers we have counts for
4 papers · 1 filter
NeuralSympCheck: A Symptom Checking and Disease Diagnostic Neural Model with Logic Regularization
Aleksandr Nesterov, Bulat Ibragimov, Dmitriy Umerenkov +3
The symptom checking systems inquire users for their symptoms and perform a rapid and affordable medical assessment of their condition. The basic symptom checking systems based on…
RuBioRoBERTa: a pre-trained biomedical language model for Russian language biomedical text mining
Alexander Yalunin, Alexander Nesterov, Dmitriy Umerenkov
This paper presents several BERT-based models for Russian language biomedical text mining (RuBioBERT, RuBioRoBERTa). The models are pre-trained on a corpus of freely available text…
Abstractive summarization of hospitalisation histories with transformer networks
Alexander Yalunin, Dmitriy Umerenkov, Vladimir Kokh
In this paper we present a novel approach to abstractive summarization of patient hospitalisation histories. We applied an encoder-decoder framework with Longformer neural network…
Distantly supervised end-to-end medical entity extraction from electronic health records with human-level quality
Alexander Nesterov, Dmitry Umerenkov
Medical entity extraction (EE) is a standard procedure used as a first stage in medical texts processing. Usually Medical EE is a two-step process: named entity recognition (NER) a…