Medical Crossing: a Cross-lingual Evaluation of Clinical Entity Linking

1 code implementation • LREC 2022 • Anton Alekseev, Zulfat Miftahutdinov, Elena Tutubalina, Artem Shelmanov, Vladimir Ivanov, Vladimir Kokh, Alexander Nesterov, Manvel Avetisian, Andrei Chertok, Sergey Nikolenko

Medical data annotation requires highly qualified expertise.

Entity Linking Transfer Learning +1

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.

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

Distantly supervised end-to-end medical entity extraction from electronic health records with human-level quality

no code implementations • 25 Jan 2022 • Alexander Nesterov, Dmitry Umerenkov

Medical entity extraction (EE) is a standard procedure used as a first stage in medical texts processing.

Multi-Label Classification named-entity-recognition +2

Reforms meet fairness concerns in school and college admissions

no code implementations • 11 Sep 2020 • Somouaoga Bonkoungou, Alexander Nesterov

However, as we show in this paper, the reforms introduced matching mechanisms which are more fair compared to the counterfactuals.

Blocking Fairness