Li Zhou

Orcid: 0000-0003-3874-4833

Affiliations:
  • Harvard Medical School, Boston, MA, USA
  • Brigham and Women's Hospital, Division of General Internal Medicine and Primary Care, Boston, MA, USA
  • Columbia University, Department of Biomedical Informatics, New York, NY, USA (PhD)


According to our database1, Li Zhou authored at least 102 papers between 2005 and 2025.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2025
Natural language processing for scalable feature engineering and ultra-high-dimensional confounding adjustment in healthcare database studies.
J. Biomed. Informatics, 2025

Building an allergy reconciliation module to eliminate allergy discrepancies in electronic health records.
J. Am. Medical Informatics Assoc., 2025

Development of a drug allergy alert tiering algorithm for penicillins and cephalosporins.
Int. J. Medical Informatics, 2025

Identification of an ANCA-associated vasculitis cohort using deep learning and electronic health records.
Int. J. Medical Informatics, 2025

Comparative ranking of marginal confounding impact of natural language processing-derived versus structured features in pharmacoepidemiology.
Comput. Biol. Medicine, 2025

2024
Assessing fairness in machine learning models: A study of racial bias using matched counterparts in mortality prediction for patients with chronic diseases.
J. Biomed. Informatics, 2024

Streamlining social media information retrieval for public health research with deep learning.
J. Am. Medical Informatics Assoc., 2024

Utilization of electronic health record sex and gender demographic fields: a metadata and mixed methods analysis.
J. Am. Medical Informatics Assoc., 2024

Unmasking bias in artificial intelligence: a systematic review of bias detection and mitigation strategies in electronic health record-based models.
J. Am. Medical Informatics Assoc., 2024

High-dimensional multiple imputation (HDMI) for partially observed confounders including natural language processing-derived auxiliary covariates.
CoRR, 2024

2023
A deep learning approach for transgender and gender diverse patient identification in electronic health records.
J. Biomed. Informatics, November, 2023

Learning from undercoded clinical records for automated International Classification of Diseases (ICD) coding.
J. Am. Medical Informatics Assoc., February, 2023

Dynamic reaction picklist for improving allergy reaction documentation: A usability study.
Int. J. Medical Informatics, 2023

Unmasking Bias and Inequities: A Systematic Review of Bias Detection and Mitigation in Healthcare Artificial Intelligence Using Electronic Health Records.
CoRR, 2023

Streamlining Social Media Information Retrieval for Public Health Research with Deep Learning.
CoRR, 2023

Counterpart Fairness - Addressing Systematic between-group Differences in Fairness Evaluation.
CoRR, 2023

2022
Using an optimized generative model to infer the progression of complications in type 2 diabetes patients.
BMC Medical Informatics Decis. Mak., 2022

PASCLex: A comprehensive post-acute sequelae of COVID-19 (PASC) symptom lexicon derived from electronic health record clinical notes.
J. Biomed. Informatics, 2022

Using Twitter data to understand public perceptions of approved versus off-label use for COVID-19-related medications.
J. Am. Medical Informatics Assoc., 2022

Sequential coupling of dry and wet COVID-19 screening to reduce the number of quarantined individuals.
Comput. Methods Programs Biomed., 2022

Leveraging Big Data and NLP to Understand Patient Care Trajectories and Delayed Diagnosis of Venous Thromboembolism in Primary Care.
Proceedings of the AMIA 2022, 2022

Sampling Adverse Drug Events in Outpatient Clinical Notes for Natural Language Processing Tasks.
Proceedings of the AMIA 2022, 2022

Reconciling Allergy Information for Medication Challenge Test Using Natural Language Processing.
Proceedings of the AMIA 2022, 2022

Development and Validation of an Extraction Tool for Identifying Signs and Symptoms of Venous Thromboembolism in Primary Care Clinical Notes.
Proceedings of the AMIA 2022, 2022

Evaluation of a Machine Learning Approach to Identify ADL Impairment in Clinical Notes of People with Dementia.
Proceedings of the AMIA 2022, 2022

Identifying Transgender and Gender Diverse Individuals in Electronic Health Records: A Context-aware Natural Language Processing Approach.
Proceedings of the AMIA 2022, 2022

Utilization of Electronic Health Record Gender Demographic Fields: A Metadata Analysis.
Proceedings of the AMIA 2022, 2022

2021
Estimating Time to Progression of Chronic Obstructive Pulmonary Disease With Tolerance.
IEEE J. Biomed. Health Informatics, 2021

Healthcare Process Modeling to Phenotype Clinician Behaviors for Exploiting the Signal Gain of Clinical Expertise (HPM-ExpertSignals): Development and evaluation of a conceptual framework.
J. Am. Medical Informatics Assoc., 2021

Identifying nursing documentation patterns associated with patient deterioration and recovery from deterioration in critical and acute care settings.
Int. J. Medical Informatics, 2021

Unsupervised clinical relevancy ranking of structured medical records to retrieve condition-specific information in the emergency department.
Int. J. Medical Informatics, 2021

Identifying and Reconciling Patients' Allergy Information Within the Electronic Health Record.
Proceedings of the MEDINFO 2021: One World, One Health - Global Partnership for Digital Innovation, 2021

Natural Language Processing to Identify Abnormal Breast, Lung, and Cervical Cancer Screening Test Results from Unstructured Reports to Support Timely Follow-up.
Proceedings of the MEDINFO 2021: One World, One Health - Global Partnership for Digital Innovation, 2021

Comparison of Machine Learning Algorithms for Earlier Detection of Cognitive Decline from Clinical Notes in the Electronic Health Records.
Proceedings of the AMIA 2021, American Medical Informatics Association Annual Symposium, San Diego, CA, USA, October 30, 2021, 2021

Development of a Post-Acute Sequelae of COVID-19 (PASC) Symptom Lexicon Using Electronic Health Record Clinical Notes.
Proceedings of the AMIA 2021, American Medical Informatics Association Annual Symposium, San Diego, CA, USA, October 30, 2021, 2021

Addressing Disparities in Diabetes Using Temporal Fairness Models.
Proceedings of the AMIA 2021, American Medical Informatics Association Annual Symposium, San Diego, CA, USA, October 30, 2021, 2021

Development of a Drug Allergy Alert Tiering Algorithm for Penicillins and Cephalosporins.
Proceedings of the AMIA 2021, American Medical Informatics Association Annual Symposium, San Diego, CA, USA, October 30, 2021, 2021

2020
A dynamic reaction picklist for improving allergy reaction documentation in the electronic health record.
J. Am. Medical Informatics Assoc., 2020

Emerging clinical applications of text analytics.
Int. J. Medical Informatics, 2020

Mining clinical phrases from nursing notes to discover risk factors of patient deterioration.
Int. J. Medical Informatics, 2020

Identifying nurses' concern concepts about patient deterioration using a standard nursing terminology.
Int. J. Medical Informatics, 2020

Physician use of speech recognition versus typing in clinical documentation: A controlled observational study.
Int. J. Medical Informatics, 2020

Deep Learning to Detect Allergy Events from Hospital Safety Reports.
Proceedings of the AMIA 2020, 2020

Investigating Clinical Documentation of Subjective Cognitive Decline in the Electronic Health Records.
Proceedings of the AMIA 2020, 2020

Study of the Temporal Impact of Renal Transplantation on End Stage Renal Disease Using Clinical Notes with a Data-Driven Approach.
Proceedings of the AMIA 2020, 2020

Facilitating information extraction without annotated data using unsupervised and positive-unlabeled learning.
Proceedings of the AMIA 2020, 2020

Implementing an IT-Based Intervention to Improve Follow-up Rates of Abnormal Cancer Screening Results: Pre-Implementation Perceptions of Primary Care Providers.
Proceedings of the AMIA 2020, 2020

Implementing an IT-Based Intervention to Improve Follow-up Rates of Abnormal Cancer Screening Results: the mFOCUS Trial.
Proceedings of the AMIA 2020, 2020

Using Natural Language Processing and Machine Learning to Identify Hospitalized Patients with Opioid Use Disorder.
Proceedings of the AMIA 2020, 2020

2019
A temporal visualization of chronic obstructive pulmonary disease progression using deep learning and unstructured clinical notes.
BMC Medical Informatics Decis. Mak., 2019

Speech recognition for clinical documentation from 1990 to 2018: a systematic review.
J. Am. Medical Informatics Assoc., 2019

A clinician survey of using speech recognition for clinical documentation in the electronic health record.
Int. J. Medical Informatics, 2019

Unsupervised Machine Learning of Topics Documented by Nurses about Hospitalized Patients Prior to a Rapid-Response Event.
Appl. Clin. Inform., 2019

Visualizing Literature Review Theme Evolution on Timeline Maps: Comparison Across Disciplines.
IEEE Access, 2019

Data Reconstruction Based on Temporal Expressions in Clinical Notes.
Proceedings of the 2019 IEEE International Conference on Bioinformatics and Biomedicine, 2019

Dynamic Reaction Picklists for Improving Allergy Reaction Documentation.
Proceedings of the AMIA 2019, 2019

Enhancing Allergy Documentation in a Commercial EHR System.
Proceedings of the AMIA 2019, 2019

2018
Medical Malpractice Trends: Errors in Automated Speech Recognition.
J. Medical Syst., 2018

A value set for documenting adverse reactions in electronic health records.
J. Am. Medical Informatics Assoc., 2018

A Deep Learning Approach to Handling Temporal Variation in Chronic Obstructive Pulmonary Disease Progression.
Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine, 2018

RegionAl: an Optimized Regional Classifier to Predict Mortality in Chronic Obstructive Pulmonary Disease Patients.
Proceedings of the AMIA 2018, 2018

Disease Trajectories and End-of-Life Care for Dementias: Latent Topic Modeling and Trend Analysis Using Clinical Notes.
Proceedings of the AMIA 2018, 2018

Identifying Concepts of Nurses' Concerns Using a Standard Nursing Terminology.
Proceedings of the AMIA 2018, 2018

2017
Towards improved drug allergy alerts: Multidisciplinary expert recommendations.
Int. J. Medical Informatics, 2017

Comment Topic Evolution on a Cancer Institution's Facebook Page.
Appl. Clin. Inform., 2017

Content and Trends in Medical Informatics Publications over the Past Two Decades.
Proceedings of the MEDINFO 2017: Precision Healthcare through Informatics, 2017

Developing a regional classifier to track patient needs in medical literature using spiral timelines on a geographical map.
Proceedings of the 2017 IEEE International Conference on Bioinformatics and Biomedicine, 2017

Using mutual information clustering to discover food allergen cross-reactivity.
Proceedings of the 2017 IEEE International Conference on Bioinformatics and Biomedicine, 2017

The application of machine learning to evaluate the adequacy of information in radiology orders.
Proceedings of the 2017 IEEE International Conference on Bioinformatics and Biomedicine, 2017

2016
Rising drug allergy alert overrides in electronic health records: an observational retrospective study of a decade of experience.
J. Am. Medical Informatics Assoc., 2016

Food entries in a large allergy data repository.
J. Am. Medical Informatics Assoc., 2016

Incidence of speech recognition errors in the emergency department.
Int. J. Medical Informatics, 2016

Mining Clinicians' Electronic Documentation to Identify Heart Failure Patients with Ineffective Self-Management: A Pilot Text-Mining Study.
Proceedings of the Nursing Informatics 2016 - eHealth for All: Every Level Collaboration, 2016

Implementation of a city-wide Health Information Exchange solution in the largest metropolitan region in China.
Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine, 2016

A Decade of Experience in Creating and Maintaining Data Elements for Structured Clinical Documentation in EHRs.
Proceedings of the AMIA 2016, 2016

An Error Analysis of Dictated Clinical Documents at Different Processing Stages.
Proceedings of the AMIA 2016, 2016

2015
Automated misspelling detection and correction in clinical free-text records.
J. Biomed. Informatics, 2015

Identifying Patients with Depression Using Free-text Clinical Documents.
Proceedings of the MEDINFO 2015: eHealth-enabled Health, 2015

High Override Rate for Opioid Drug-allergy Interaction Alerts: Current Trends and Recommendations for Future.
Proceedings of the MEDINFO 2015: eHealth-enabled Health, 2015

Rising Drug Allergy Alert Overrides in a Computerized Provider Order Entry System: a Decade of Experience.
Proceedings of the AMIA 2015, 2015

2014
EHR adoption across China's tertiary hospitals: A cross-sectional observational study.
Int. J. Medical Informatics, 2014

Systems Informatics and Information Modeling in Healthcare.
Proceedings of the AMIA 2014, 2014

An Evaluation of a Natural Language Processing Tool for Identifying and Encoding Allergy Information in Emergency Department Clinical Notes.
Proceedings of the AMIA 2014, 2014

Clinical Informatics Program and Strategy to Support a Large-Scale EHR Implementation.
Proceedings of the AMIA 2014, 2014

2013
Evaluating standard terminologies for encoding allergy information.
J. Am. Medical Informatics Assoc., 2013

Structured Representation for Core Elements of Common Clinical Decision Support Interventions to Facilitate Knowledge Sharing.
Proceedings of the MEDINFO 2013, 2013

Integration of an NLP-based Application to Support Medication Management.
Proceedings of the AMIA 2013, 2013

2012
A study of diverse clinical decision support rule authoring environments and requirements for integration.
BMC Medical Informatics Decis. Mak., 2012

Mapping Partners Master Drug Dictionary to RxNorm using an NLP-based approach.
J. Biomed. Informatics, 2012

How Many Medications are Entered through Free-text in EHRs? - A Study on Hypoglycemic Agents.
Proceedings of the AMIA 2012, 2012

2009
Research Paper: The Relationship between Electronic Health Record Use and Quality of Care over Time.
J. Am. Medical Informatics Assoc., 2009

Research Paper: Using Empiric Semantic Correlation to Interpret Temporal Assertions in Clinical Texts.
J. Am. Medical Informatics Assoc., 2009

Terminology Modeling for an Enterprise Laboratory Orders Catalog.
Proceedings of the AMIA 2009, 2009

2008
Research Paper: The Evaluation of a Temporal Reasoning System in Processing Clinical Discharge Summaries.
J. Am. Medical Informatics Assoc., 2008

Early Experiences in Evolving an Enterprise-Wide Information Model for Laboratory and Clinical Observations.
Proceedings of the AMIA 2008, 2008

2007
Temporal reasoning with medical data - A review with emphasis on medical natural language processing.
J. Biomed. Informatics, 2007

Using discordance to improve classification in narrative clinical databases: An application to community-acquired pneumonia.
Comput. Biol. Medicine, 2007

2006
Terminology model discovery using natural language processing and visualization techniques.
J. Biomed. Informatics, 2006

A temporal constraint structure for extracting temporal information from clinical narrative.
J. Biomed. Informatics, 2006

Handling Implicit and Uncertain Temporal Information in Medical Text.
Proceedings of the AMIA 2006, 2006

2005
Model Formulation: Modeling Electronic Discharge Summaries as a Simple Temporal Constraint Satisfaction Problem.
J. Am. Medical Informatics Assoc., 2005

System Architecture for Temporal Information Extraction, Representationand Reasoning in Clinical Narrative Reports.
Proceedings of the AMIA 2005, 2005


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