selected publications
- Implementation of a Machine Learning Risk Prediction Model for Postpartum Depression in the Electronic Health Records. AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science. 2024 Academic Article GET IT
- Extracting social support and social isolation information from clinical psychiatry notes: comparing a rule-based natural language processing system and a large language model. Journal of the American Medical Informatics Association : JAMIA. 2024 Academic Article GET IT
- Aspiring to clinical significance: Insights from developing and evaluating a machine learning model to predict emergency department return visit admissions. PLOS digital health. 2024 Academic Article GET IT
- Patient Perspectives on AI for Mental Health Care: Cross-Sectional Survey Study. JMIR mental health. 2024 Academic Article GET IT
- Identification of risk factors of Long COVID and predictive modeling in the RECOVER EHR cohorts. Communications medicine. 2024 Academic Article GET IT
- Preparing for the bedside-optimizing a postpartum depression risk prediction model for clinical implementation in a health system. Journal of the American Medical Informatics Association : JAMIA. 2024 Academic Article GET IT
- Healthcare costs for legally adjudicated elder mistreatment victims in comparison to non-mistreated older adults. Journal of the American Geriatrics Society. 2023 Academic Article GET IT
- Automated classification of lay health articles using natural language processing: a case study on pregnancy health and postpartum depression. Frontiers in psychiatry. 2023 Academic Article GET IT
- Visualizing machine learning-based predictions of postpartum depression risk for lay audiences. Journal of the American Medical Informatics Association : JAMIA. 2023 Academic Article GET IT
- Effects of online support and social media communities on gestational diabetes: A systematic review. International journal of medical informatics. 2023 Review GET IT
- Using Machine Learning Methods to Assess the Risk of Alcohol Misuse in Older Adults. 2023 GET IT
- Women's perspectives on the use of artificial intelligence (AI)-based technologies in mental healthcare. JAMIA open. 2023 Academic Article GET IT
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Toward Improving Health Literacy in Patient Education Materials with Neural Machine Translation Models.
AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science.
2023
Academic Article
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Times cited: 8 - Emergency Department and Hospital Utilization Among Older Adults Before and After Identification of Elder Mistreatment. JAMA network open. 2023 Academic Article GET IT
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Data-driven identification of post-acute SARS-CoV-2 infection subphenotypes.
Nature medicine.
2022
Academic Article
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Times cited: 1 - Artificial Intelligence, Wearables and Remote Monitoring for Heart Failure: Current and Future Applications. Diagnostics (Basel, Switzerland). 2022 Review GET IT
- Supervised Pretraining through Contrastive Categorical Positive Samplings to Improve COVID-19 Mortality Prediction. ACM-BCB ... ... : the ... ACM Conference on Bioinformatics, Computational Biology and Biomedicine. ACM Conference on Bioinformatics, Computational Biology and Biomedicine. 2022 Academic Article GET IT
- Code Torsion: A Novel Pathway for Expedited Evaluation of Suspected Gonadal Torsion in the Emergency Department. American journal of medical quality : the official journal of the American College of Medical Quality. 2022 Academic Article GET IT
- Clinician Acceptance of Order Sets for Pain Management: A Survey in Two Urban Hospitals. Applied clinical informatics. 2022 Academic Article GET IT
- Current and Future Applications of Artificial Intelligence in Coronary Artery Disease. Healthcare (Basel, Switzerland). 2022 Review GET IT
- The Impact of Air Pollution Perception on Urban Settlement Intentions of Young Talent in China. International journal of environmental research and public health. 2022 Academic Article GET IT
- Emergency Department Patient Navigator Program Demonstrates Reduction in Emergency Department Return Visits and Increase in Follow-up Appointment Adherence. The American journal of emergency medicine. 2022 Academic Article GET IT
- Super-High-Utilizer Patients in an Urban Academic Emergency Department: Characteristics, Early Identification, and Impact of Strategic Care Management Interventions. Health & social work. 2021 Academic Article GET IT
- Emergency Department Utilization Among Maintenance Hemodialysis Patients: A Systematic Review. Kidney medicine. 2021 Academic Article GET IT
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Deep significance clustering: a novel approach for identifying risk-stratified and predictive patient subgroups.
Journal of the American Medical Informatics Association : JAMIA.
2021
Academic Article
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Times cited: 10 - Estimation of postpartum depression risk from electronic health records using machine learning. BMC pregnancy and childbirth. 2021 Academic Article GET IT
- Identifying urban built environment factors in pregnancy care and maternal mental health outcomes. BMC pregnancy and childbirth. 2021 Academic Article GET IT
- Diagnostic Coding of Elder Mistreatment: Results From a National Database of Medicare Advantage and Private Insurance Patients, 2011-2017. Journal of applied gerontology : the official journal of the Southern Gerontological Society. 2021 Academic Article GET IT
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MyEDCare: Evaluation of a Smartphone-Based Emergency Department Discharge Process.
Applied clinical informatics.
2021
Academic Article
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Times cited: 2 -
Telehealth follow up in emergency department patients discharged with COVID-like illness and exertional hypoxia.
The American journal of emergency medicine.
2021
Article
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Times cited: 8 - Identifying patterns of health care utilisation among physical elder abuse victims using Medicare data and legally adjudicated cases: protocol for case-control study using data linkage and machine learning. BMJ open. 2021 Academic Article GET IT
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Machine Learning Approaches to Analyzing Adverse Events Following Durable LVAD Implantation.
The Annals of thoracic surgery.
2020
Academic Article
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Times cited: 1 - Using electronic health records for population health sciences: a case study to evaluate the associations between changes in left ventricular ejection fraction and the built environment. JAMIA open. 2020 Academic Article GET IT
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Utilizing electronic health data and machine learning for the prediction of 30-day unplanned readmission or all-cause mortality in heart failure.
Cardiovascular digital health journal.
2020
Academic Article
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Times cited: 8 -
Development and validation of a machine learning algorithm for predicting the risk of postpartum depression among pregnant women.
Journal of affective disorders.
2020
Academic Article
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Times cited: 87 -
Characteristics of Acute Kidney Injury in Hospitalized COVID-19 Patients in an Urban Academic Medical Center.
Clinical journal of the American Society of Nephrology : CJASN.
2020
Letter
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Times cited: 32 -
Data-driven discovery of probable Alzheimer's disease and related dementia subphenotypes using electronic health records.
Learning health systems.
2020
Academic Article
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Times cited: 19 -
Delineating Pathways to Death by Multisystem Organ Failure in Patients With a Left Ventricular Assist Device.
The Annals of thoracic surgery.
2020
Academic Article
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Times cited: 3 -
Assessing the impact of social determinants of health on predictive models for potentially avoidable 30-day readmission or death.
PloS one.
2020
Academic Article
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Times cited: 39 -
Sequential Pattern Mining of Longitudinal Adverse Events After Left Ventricular Assist Device Implant.
IEEE journal of biomedical and health informatics.
2019
Academic Article
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Times cited: 5 -
Determinants of In-Hospital Mortality After Percutaneous Coronary Intervention: A Machine Learning Approach.
Journal of the American Heart Association.
2019
Academic Article
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Times cited: 68 -
Identifying, Analyzing, and Visualizing Diagnostic Paths for Patients with Nonspecific Abdominal Pain.
Applied clinical informatics.
2018
Academic Article
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Times cited: 8 -
Does urodynamics predict voiding after benign prostatic hyperplasia surgery in patients with detrusor underactivity?.
Asian journal of urology.
2018
Academic Article
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Times cited: 7 - Augmenting community-level social determinants of health data with individual-level survey data. AMIA ... Annual Symposium proceedings. AMIA Symposium. 2018 Academic Article GET IT
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Developing and maintaining clinical decision support using clinical knowledge and machine learning: the case of order sets.
Journal of the American Medical Informatics Association : JAMIA.
2018
Academic Article
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Times cited: 10 -
Association networks in a matched case-control design - Co-occurrence patterns of preexisting chronic medical conditions in patients with major depression versus their matched controls.
Journal of biomedical informatics.
2018
Academic Article
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Times cited: 8 -
The potential value of social determinants of health in predicting health outcomes.
Journal of the American Medical Informatics Association : JAMIA.
2018
Letter
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Times cited: 8 -
Clinical Trials in Benign Prostatic Hyperplasia: A Moving Target of Success.
European urology focus.
2018
Academic Article
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Times cited: 1 - Identifying Diagnostic Paths for Undifferentiated Abdominal Pain from Electronic Health Record Data. AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science. 2018 Academic Article GET IT
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Cognitive workload reduction in hospital information systems : Decision support for order set optimization.
Health care management science.
2017
Academic Article
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Times cited: 7 -
Data-driven clinical and cost pathways for chronic care delivery.
The American journal of managed care.
2016
Academic Article
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Times cited: 12 -
Innovations in chronic care delivery using data-driven clinical pathways.
The American journal of managed care.
2015
Academic Article
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Times cited: 20 -
Paving the COWpath: Learning and visualizing clinical pathways from electronic health record data.
Journal of biomedical informatics.
2015
Academic Article
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Times cited: 52 - On clinical pathway discovery from electronic health record data. IEEE Intelligent Systems. 2015 Article GET IT
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On Learning and Visualizing Practice-based Clinical Pathways for Chronic Kidney Disease.
AMIA ... Annual Symposium proceedings. AMIA Symposium.
2014
Academic Article
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Times cited: 14 -
A distribution-based method for assessing the differences between clinical trial target populations and patient populations in electronic health records.
Applied clinical informatics.
2014
Academic Article
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Times cited: 44 -
Paving the COWpath: data-driven design of pediatric order sets.
Journal of the American Medical Informatics Association : JAMIA.
2014
Academic Article
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Times cited: 34 -
Data-driven order set generation and evaluation in the pediatric environment.
AMIA ... Annual Symposium proceedings. AMIA Symposium.
2012
Academic Article
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Times cited: 10 -
Electronic health records: Implications for drug discovery.
Drug discovery today.
2011
Information Resource
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Times cited: 31