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Presented by Dr. Parisa Rashidi


In contrast to the structured clinical data typically used for administrative purposes, clinical notes are more nuanced and are primarily used by healthcare providers for detailed documentation. Each patient encounter is associated with several clinical notes.

This poses many challenges for analyzing the free text in these documents. The same holds for notes taken in the mental health domain due to the open domain nature of the context. This presentation will draw parallels between the two healthcare worlds and discuss relevant challenges and recent advances. It will explore solutions to these issues using natural language processing techniques.

Finally, it will discuss the remaining issues in this space and point to future opportunities for novel research directions.


RESOURCE

  Posts

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February 18th, 2019

NIH Trailbalzer Award

The under-assessment of pain response is one of the primary barriers to the adequate treatment of pain in critically ill […]

August 29th, 2018

Survey on EHR Deep learning available on IEEE JBHI

Our survey paper on deep learning for EHR will appear in the September Issue of IEEE JBHI: Link  

May 10th, 2018

NVIDIA’s news story on Intelligent ICU

NVIDIA reports on our intelligent ICU research, “AI Assists Doctors Monitor ICU Patients”: Researchers at the University of Florida developed […]

April 30th, 2018

Intelligent ICU paper available on arXiv

Currently, many critical care indices are repetitively assessed and recorded by overburdened nurses, e.g. physical function or facial pain expressions […]

April 20th, 2018

CVPR Student Travel Award

Congratulations to Anis for receiving a CVPR workshop travel award!

April 20th, 2018

CTSI-UFII Pilot Project awarded

Our proposal on “Automated Integration of Patient-Generated Data with the Electronic Health Record Data”, PI, Rashidi, has been selected for funding […]

April 16th, 2018

CVPR Workshop paper accepted

CVPR workshop paper on activity recognition in the ICU is accepted. Congratulations to Anis and Kumar!   Patients staying in […]

April 16th, 2018

EMBC Paper accepted

Our EMBC paper is accepted, congratulations to Anis, Raha, and Paul!   Physiological timeseries such as vital signs contain important […]

March 27th, 2018

Our undergrads selected as UF University Scholars

Congratulations to Natalie Evelev and Christie Nguyen, who were recently selected as Herbert Wertheim College of Engineering University Scholars for […]

March 13th, 2018

Paper on surgical team network structure is online

We examined the structure of intra- and postoperative case-collaboration networks among the surgical service providers in a quaternary-care academic medical […]