Clinical Context–Aware Biomedical Text Summarization Using Deep Neural Network: Model Development and Validation

Muhammad Afzal; Fakhare Alam; Khalid Mahmood Malik; Ghaus M. Malik

doi:10.2196/19810

Clinical Context–Aware Biomedical Text Summarization Using Deep Neural Network: Model Development and Validation

Muhammad Afzal
, Fakhare Alam
, Khalid Mahmood Malik^*
, Ghaus M. Malik

^*Corresponding author for this work

Research output: Contribution to journal › Article › peer-review

50 Citations (SciVal)

Original language	English
Article number	e19810
Journal	Journal of Medical Internet Research
Volume	22
Issue number	10
DOIs	https://doi.org/10.2196/19810
Publication status	Published (VoR) - Oct 2020

Funding

This material is based upon work supported by the Brain Aneurysm Foundation and Oakland University, MI.

Keywords

Automatic text summarization
Biomedical informatics
Brain aneurysm
Deep neural network
Semantic similarity
Word embedding

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10.2196/19810

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@article{c39d60120eaa4a2c9426a70750d30032,

title = "Clinical Context–Aware Biomedical Text Summarization Using Deep Neural Network: Model Development and Validation",

keywords = "Automatic text summarization, Biomedical informatics, Brain aneurysm, Deep neural network, Semantic similarity, Word embedding",

author = "Muhammad Afzal and Fakhare Alam and Malik, \{Khalid Mahmood\} and Malik, \{Ghaus M.\}",

note = "Funding Information: This material is based upon work supported by the Brain Aneurysm Foundation and Oakland University, MI. Publisher Copyright: {\textcopyright}Muhammad Afzal, Fakhare Alam, Khalid Mahmood Malik, Ghaus M Malik.",

year = "2020",

month = oct,

doi = "10.2196/19810",

language = "English",

volume = "22",

journal = "Journal of Medical Internet Research",

issn = "1438-8871",

publisher = "JMIR Publications",

number = "10",

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T1 - Clinical Context–Aware Biomedical Text Summarization Using Deep Neural Network

T2 - Model Development and Validation

AU - Afzal, Muhammad

AU - Alam, Fakhare

AU - Malik, Khalid Mahmood

AU - Malik, Ghaus M.

N1 - Funding Information: This material is based upon work supported by the Brain Aneurysm Foundation and Oakland University, MI. Publisher Copyright: ©Muhammad Afzal, Fakhare Alam, Khalid Mahmood Malik, Ghaus M Malik.

PY - 2020/10

Y1 - 2020/10

KW - Automatic text summarization

KW - Biomedical informatics

KW - Brain aneurysm

KW - Deep neural network

KW - Semantic similarity

KW - Word embedding

UR - https://www.scopus.com/pages/publications/85094684061

UR - https://www.scopus.com/pages/publications/85094684061#tab=citedBy

U2 - 10.2196/19810

DO - 10.2196/19810

M3 - Article

C2 - 33095174

AN - SCOPUS:85094684061

SN - 1438-8871

VL - 22

JO - Journal of Medical Internet Research

JF - Journal of Medical Internet Research

IS - 10

M1 - e19810

ER -

Clinical Context–Aware Biomedical Text Summarization Using Deep Neural Network: Model Development and Validation

Funding

Keywords

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