Dmitriy Dligach

Dmitriy Dligach

Loyola University Chicago

H-index: 30

North America-United States

About Dmitriy Dligach

Dmitriy Dligach, With an exceptional h-index of 30 and a recent h-index of 25 (since 2020), a distinguished researcher at Loyola University Chicago, specializes in the field of natural language processing, machine learning, artificial intelligence, data mining.

His recent articles reflect a diverse array of research interests and contributions to the field:

Automated stratification of trauma injury severity across multiple body regions using multi-modal, multi-class machine learning models

Improving Clinical NLP Performance through Language Model-Generated Synthetic Clinical Data

Development of a Human Evaluation Framework and Correlation with Automated Metrics for Natural Language Generation of Medical Diagnoses

LCD Benchmark: Long Clinical Document Benchmark on Mortality Prediction

Generation and Evaluation of Synthetic Critical Care Progress Notes With Large Language Models

Deployment of real-time natural language processing and deep learning clinical decision support in the electronic health record: pipeline implementation for an opioid misuse …

Leveraging a medical knowledge graph into large language models for diagnosis prediction

Progress Note Understanding—Assessment and Plan Reasoning: Overview of the 2022 N2C2 Track 3 shared task

Dmitriy Dligach Information

University

Position

Assistant Professor

Citations(all)

3184

Citations(since 2020)

2042

Cited By

1844

hIndex(all)

30

hIndex(since 2020)

25

i10Index(all)

65

i10Index(since 2020)

55

Email

University Profile Page

Loyola University Chicago

Google Scholar

View Google Scholar Profile

Dmitriy Dligach Skills & Research Interests

natural language processing

machine learning

artificial intelligence

data mining

Top articles of Dmitriy Dligach

Title

Journal

Author(s)

Publication Date

Automated stratification of trauma injury severity across multiple body regions using multi-modal, multi-class machine learning models

Journal of the American Medical Informatics Association

Jifan Gao

Guanhua Chen

Ann P O’Rourke

John Caskey

Kyle A Carey

...

2024/4/8

Improving Clinical NLP Performance through Language Model-Generated Synthetic Clinical Data

arXiv preprint arXiv:2403.19511

Shan Chen

Jack Gallifant

Marco Guevara

Yanjun Gao

Majid Afshar

...

2024/3/28

Development of a Human Evaluation Framework and Correlation with Automated Metrics for Natural Language Generation of Medical Diagnoses

medRxiv

Emma Leigh Croxford

Yanjun Gao

Brian W Patterson

Daniel Chern-Hui To

Samuel Tesch

...

2024

LCD Benchmark: Long Clinical Document Benchmark on Mortality Prediction

medRxiv

WonJin Yoon

Shan Chen

Yanjun Gao

Dmitriy Dligach

Danielle S Bitterman

...

2024

Generation and Evaluation of Synthetic Critical Care Progress Notes With Large Language Models

B Leding

Y Gao

D Dligach

E Croxford

A Mayampurath

...

2024/5

Deployment of real-time natural language processing and deep learning clinical decision support in the electronic health record: pipeline implementation for an opioid misuse …

JMIR Medical Informatics

Majid Afshar

Sabrina Adelaine

Felice Resnik

Marlon P Mundt

John Long

...

2023/4/20

Leveraging a medical knowledge graph into large language models for diagnosis prediction

arXiv preprint arXiv:2308.14321

Yanjun Gao

Ruizhe Li

John Caskey

Dmitriy Dligach

Timothy Miller

...

2023/8/28

Progress Note Understanding—Assessment and Plan Reasoning: Overview of the 2022 N2C2 Track 3 shared task

Yanjun Gao

Dmitriy Dligach

Timothy Miller

Matthew M Churpek

Ozlem Uzuner

...

2023/4/13

Improving the transferability of clinical note section classification models with BERT and large language model ensembles

Proceedings of the conference. Association for Computational Linguistics. Meeting

Weipeng Zhou

Dmitriy Dligach

Majid Afshar

Yanjun Gao

Timothy A Miller

2023/7

End-to-end clinical temporal information extraction with multi-head attention

Proceedings of the conference. Association for Computational Linguistics. Meeting

Timothy Miller

Steven Bethard

Dmitriy Dligach

Guergana Savova

2023/7

Dr. bench: Diagnostic reasoning benchmark for clinical natural language processing

Journal of Biomedical Informatics

Yanjun Gao

Dmitriy Dligach

Timothy Miller

John Caskey

Brihat Sharma

...

2023/2/1

Overview of the problem list summarization (probsum) 2023 shared task on summarizing patients’ active diagnoses and problems from electronic health record progress notes

Proceedings of the conference. Association for Computational Linguistics. Meeting

Yanjun Gao

Dmitriy Dligach

Timothy Miller

Matthew M Churpek

Majid Afshar

2023/7

Large Language Models and Medical Knowledge Grounding for Diagnosis Prediction

medRxiv

Yanjun Gao

Ruizhe Li

Emma Croxford

Samuel Tesch

Daniel To

...

2023

Bionlp workshop 2023 shared task 1a: Problem list summarization."

Proceedings of the 22nd Workshop on Biomedical Language Processing

Yanjun Gao

Timothy Miller

Majid Afshar

Dmitriy Dligach

2023

Multi-task training with in-domain language models for diagnostic reasoning

Proceedings of the conference. Association for Computational Linguistics. Meeting

Brihat Sharma

Yanjun Gao

Timothy Miller

Matthew M Churpek

Majid Afshar

...

2023/7

Development and external validation of multimodal postoperative acute kidney injury risk machine learning models

JAMIA open

George K Karway

Jay L Koyner

John Caskey

Alexandra B Spicer

Kyle A Carey

...

2023/12/1

Development and multimodal validation of a substance misuse algorithm for referral to treatment using artificial intelligence (SMART-AI): a retrospective deep learning study

The Lancet Digital Health

Majid Afshar

Brihat Sharma

Dmitriy Dligach

Madeline Oguss

Randall Brown

...

2022/6/1

The evaluation of a clinical decision support tool using natural language processing to screen hospitalized adults for unhealthy substance use: protocol for a quasi …

JMIR Research Protocols

Cara Joyce

Talar W Markossian

Jenna Nikolaides

Elisabeth Ramsey

Hale M Thompson

...

2022/12/19

Hierarchical annotation for building a suite of clinical natural language processing tasks: Progress note understanding

LREC... International Conference on Language Resources & Evaluation:[proceedings]. International Conference on Language Resources & Evaluation

Yanjun Gao

Dmitriy Dligach

Timothy Miller

Samuel Tesch

Ryan Laffin

...

2022/6

Protocol for a Real-Time Electronic Health Record Implementation of a Natural Language Processing and Deep Learning Clinical Decision Support Tool: A Use-Case for an Opioid …

medRxiv

Majid Afshar

Sabrina Adelaine

Felice Resnik

Marlon P Mundt

John Long

...

2022/12/5

See List of Professors in Dmitriy Dligach University(Loyola University Chicago)

Co-Authors

H-index: 70
Martha Stone Palmer

Martha Stone Palmer

University of Colorado Boulder

H-index: 60
Guergana Savova

Guergana Savova

Harvard University

H-index: 57
Rose Du

Rose Du

Harvard University

H-index: 55
Helena Canhao

Helena Canhao

Universidade Nova de Lisboa

H-index: 42
Victor M. Castro

Victor M. Castro

Harvard University

H-index: 29
Tim Miller

Tim Miller

Harvard University

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