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A Study of Social and Behavioral Determinants of Health in Lung Cancer Patients Using Transformers-based Natural Language Processing Models

Zehao Yu , Xi Yang , Chong Dang , Songzi Wu , Prakash Adekkanattu , Jyotishman Pathak , Thomas J. George , William R. Hogan , Yi Guo , Jiang Bian , Yonghui Wu

* 9 pages; 2 figures, 4 tables, AMIA 2021 

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Characterization of Time-variant and Time-invariant Assessment of Suicidality on Reddit using C-SSRS

Manas Gaur , Vamsi Aribandi , Amanuel Alambo , Ugur Kursuncu , Krishnaprasad Thirunarayan , Jonanthan Beich , Jyotishman Pathak , Amit Sheth

* 24 Pages, 8 Tables, 6 Figures; Accepted by PLoS One ; One of the two mentioned Datasets in the manuscript has Closed Access. We will make it public after PLoS One produces the manuscript 

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A Machine Learning Approach to Detect Suicidal Ideation in US Veterans Based on Acoustic and Linguistic Features of Speech

Vaibhav Sourirajan , Anas Belouali , Mary Ann Dutton , Matthew Reinhard , Jyotishman Pathak

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Identification of Predictive Sub-Phenotypes of Acute Kidney Injury using Structured and Unstructured Electronic Health Record Data with Memory Networks

Zhenxing Xu , Jingyuan Chou , Xi Sheryl Zhang , Yuan Luo , Tamara Isakova , Prakash Adekkanattu , Jessica S. Ancker , Guoqian Jiang , Richard C. Kiefer , Jennifer A. Pacheco , Luke V. Rasmussen , Jyotishman Pathak , Fei Wang

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Evaluating the Portability of an NLP System for Processing Echocardiograms: A Retrospective, Multi-site Observational Study

Prakash Adekkanattu , Guoqian Jiang , Yuan Luo , Paul R. Kingsbury , Zhenxing Xu , Luke V. Rasmussen , Jennifer A. Pacheco , Richard C. Kiefer , Daniel J. Stone , Pascal S. Brandt , Liang Yao , Yizhen Zhong , Yu Deng , Fei Wang , Jessica S. Ancker , Thomas R. Campion , Jyotishman Pathak

* Under review with AMIA 2019 

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Fusing Visual, Textual and Connectivity Clues for Studying Mental Health

Amir Hossein Yazdavar , Mohammad Saeid Mahdavinejad , Goonmeet Bajaj , William Romine , Amirhassan Monadjemi , Krishnaprasad Thirunarayan , Amit Sheth , Jyotishman Pathak

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Developing a Portable Natural Language Processing Based Phenotyping System

Himanshu Sharma , Chengsheng Mao , Yizhen Zhang , Haleh Vatani , Liang Yao , Yizhen Zhong , Luke Rasmussen , Guoqian Jiang , Jyotishman Pathak , Yuan Luo

* 13 pages 

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Semi-Supervised Approach to Monitoring Clinical Depressive Symptoms in Social Media

Amir Hossein Yazdavar , Hussein S. Al-Olimat , Monireh Ebrahimi , Goonmeet Bajaj , Tanvi Banerjee , Krishnaprasad Thirunarayan , Jyotishman Pathak , Amit Sheth

* 8 pages, Advances in Social Networks Analysis and Mining (ASONAM), 2017 IEEE/ACM International Conference 

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