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Simple Search
Hits 1 – 15 of 15
1
GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records ...
Yang, Xi
;
PourNejatian, Nima
;
Shin, Hoo Chang
. - : arXiv, 2022
BASE
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2
Tracing Text Provenance via Context-Aware Lexical Substitution ...
Yang, Xi
;
Zhang, Jie
;
Chen, Kejiang
. - : arXiv, 2021
BASE
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3
Assessing mental health signals among sexual and gender minorities using Twitter data ...
Yunpeng Zhao
;
Guo, Yi
;
He, Xing
. - : Figshare, 2019
BASE
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4
Assessing mental health signals among sexual and gender minorities using Twitter data ...
Yunpeng Zhao
;
Guo, Yi
;
He, Xing
. - : Figshare, 2019
BASE
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5
A Study of Deep Learning Methods for De-identification of Clinical Notes at Cross Institute Settings
Yang, Xi
;
Lyu, Tianchen
;
Lee, Chih-Yin
;
Bian, Jiang
;
Hogan, William R.
;
Wu, Yonghui
. - 2019
Abstract:
In this study, we examined a deep learning method for de-identification of clinical notes at UF Health under a cross-institute setting. We developed deep learning models using 2014 i2b2/UTHealth corpus and evaluated the performance using clinical notes collected from UF Health. We compared four pre-trained word embeddings, including two embeddings from the general domain and two embeddings from the clinical domain. We also explored linguistic features (i.e., word shape and part-of-speech) to further improve the performance of de-identification. The experimental results show that the performance of deep learning models trained using i2b2/UTHealth corpus significantly dropped (strict and relax F1 scores dropped from 0.9547 and 0.9646 to 0.8360 and 0.8870) when applied to another corpus from a different institution (UF Health). Linguistic features, including word shapes and part-of-speech, could further improve the performance of de-identification in cross-institute settings (improved to 0.8527 and 0.9052).
Keyword:
Article
URL:
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC6932867/
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6
A study of deep learning methods for de-identification of clinical notes in cross-institute settings
Yang, Xi
;
Lyu, Tianchen
;
Li, Qian
. - : BioMed Central, 2019
BASE
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7
MADEx: A System for Detecting Medications, Adverse Drug Events, and their Relations from Clinical Notes
Yang, Xi
;
Bian, Jiang
;
Gong, Yan
. - 2019
BASE
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8
Rome Foundation-Asian working team report: Asian functional gastrointestinal disorder symptom clusters
Siah, Kewin Tien Ho
;
Gong, Xiaorong
;
Yang, Xi Jessie
. - : BMJ Publishing Group Ltd, 2018
BASE
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9
Assessing Mental Health Signals among Sexual and Gender Minorities using Twitter Data
Zhao, Yunpeng
;
Guo, Yi
;
He, Xing
. - 2018
BASE
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10
An Analytical Study of Not-negation and No-negation Translated in the Chinese Version of the Fantasy Fiction The Hobbit
Yang, Xi
. - : The University of Queensland, School of Languages and Cultures, 2018
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11
Potential screening and early diagnosis method for cancer: Tongue diagnosis
HAN, SHUWEN
;
YANG, XI
;
QI, QUAN
. - : D.A. Spandidos, 2016
BASE
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12
Mirror neuron system based therapy for aphasia rehabilitation
Chen, Wenli
;
Ye, Qian
;
Ji, Xiangtong
. - : Frontiers Media S.A., 2015
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13
A shape-initialized and intensity-adaptive level set method for auroral oval segmentation
Yang, Xi
;
Gao, Xinbo
;
Li, Jie
...
In:
Information sciences. - New York, NY : Elsevier Science Inc.
277 (2014), 794-807
OLC Linguistik
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14
Discriminatively trained GMMs for language classification using boosting methods
Yang, Xi
;
Siu, Man-Hung
;
Gish, Herbert
In:
Institute of Electrical and Electronics Engineers. IEEE transactions on audio, speech and language processing. - New York, NY : Inst.
17 (2009) 1, 187-197
BLLDB
OLC Linguistik
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15
Research On The Implications Of Business English Teaching On Bilingual Courses In Business Communication.
Yang Xi
BASE
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