A systematic literature review of machine learning in online personal health data

Z Yin, LM Sulieman, BA Malin - Journal of the American Medical …, 2019 - academic.oup.com
Objective User-generated content (UGC) in online environments provides opportunities to
learn an individual's health status outside of clinical settings. However, the nature of UGC …

[HTML][HTML] A frame semantic overview of NLP-based information extraction for cancer-related EHR notes

S Datta, EV Bernstam, K Roberts - Journal of biomedical informatics, 2019 - Elsevier
Objective There is a lot of information about cancer in Electronic Health Record (EHR) notes
that can be useful for biomedical research provided natural language processing (NLP) …

The therapy is making me sick: how online portal communications between breast cancer patients and physicians indicate medication discontinuation

Z Yin, M Harrell, JL Warner, Q Chen… - Journal of the …, 2018 - academic.oup.com
Objective Online platforms have created a variety of opportunities for breast patients to
discuss their hormonal therapy, a long-term adjuvant treatment to reduce the chance of …

A focused netnographic study exploring experiences associated with counterfeit and contaminated anabolic-androgenic steroids

E Frude, FH McKay, M Dunn - Harm Reduction Journal, 2020 - Springer
Background A primary consequence of illicit drug markets and the absence of regulation is
the variable quality or purity of the final product. Analysis of anabolic-androgenic steroid …

[HTML][HTML] Perceptions and Utilization of Online Peer Support Among Informal Dementia Caregivers: Survey Study

Z Yin, L Stratton, Q Song, C Ni, L Song, P Commiskey… - JMIR aging, 2024 - aging.jmir.org
Background: Informal dementia caregivers are those who care for a person living with
dementia and do not receive payment (eg, family members, friends, or other unpaid …

Extending adjuvant endocrine therapy for 10 years: a mixed-methods analysis of women's decision making in an online breast cancer forum

Y Eraso, D Stefler, Z Moon, L Rossi, S Assefa - Healthcare, 2021 - mdpi.com
An additional 5 years of treatment with adjuvant hormonal therapy, to complete 10 years of
medication, is recommended to reduce the risk of breast cancer recurrence. Yet …

[HTML][HTML] Learning when communications between healthcare providers indicate hormonal therapy medication discontinuation

Z Yin, JL Warner, BA Malin - AMIA Annual Symposium Proceedings, 2018 - ncbi.nlm.nih.gov
Hormonal therapy is an effective yet challenging long-term treatment for patients with
hormone receptor positive breast cancer. Understanding what factors indicate …

[HTML][HTML] Patient messaging content associated with initiating hormonal therapy after a breast cancer diagnosis

Z Yin, JL Warner, Q Chen, BA Malin - AMIA Annual Symposium …, 2019 - ncbi.nlm.nih.gov
Hormonal therapy is an effective, but challenging, long-term treatment for patients with
hormone-receptor-positive breast cancer. Raising the rate of patients who initiate therapy …

Learning Hormonal Therapy Medication Adherence from an Online Breast Cancer Forum

Z Yin, J Warner, L Song, PY Hsueh, CH Chen… - Social Web and Health …, 2019 - Springer
Online health communities (OHCs) have become popular online environments for patients
seeking and sharing treatment experiences. These platforms enable us to move beyond …

Privacy Leaks and Efficient Countermeasures for Human Genetics and Machine Learning

W Xie - 2018 - ir.vanderbilt.edu
Modern scientific investigations have increasingly relied upon the expanded collection and
analysis of data (“big data”). In the genetics community, there is evidence to suggest that …