Michael E. Matheny

Orcid: 0000-0003-3217-4147

According to our database1, Michael E. Matheny authored at least 97 papers between 2005 and 2024.

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Bibliography

2024
Sustainable deployment of clinical prediction tools - a 360° approach to model maintenance.
J. Am. Medical Informatics Assoc., 2024

Robin Hood: A De-identification Method to Preserve Minority Representation for Disparities Research.
Proceedings of the Privacy in Statistical Databases - International Conference, 2024

2023
Inpatient nurses' preferences and decisions with risk information visualization.
J. Am. Medical Informatics Assoc., December, 2023

A framework for understanding label leakage in machine learning for health care.
J. Am. Medical Informatics Assoc., December, 2023

Blockchain-enabled immutable, distributed, and highly available clinical research activity logging system for federated COVID-19 data analysis from multiple institutions.
J. Am. Medical Informatics Assoc., 2023

Toward Real-World Reproducibility: Verifying Value Sets for Clinical Research.
Proceedings of the MEDINFO 2023 - The Future Is Accessible, 2023

2022
Open questions and research gaps for monitoring and updating AI-enabled tools in clinical settings.
Frontiers Digit. Health, 2022

AUTO-PILOT: Development and Validation of a Tool to Extract Structured Data in Interfacility Transfer Paperwork.
Proceedings of the AMIA 2022, 2022

Disentangling and Characterizing Device Safety Signals and Learning Effects.
Proceedings of the AMIA 2022, 2022

Can Data Science Move Medical Device Surveillance Forward? Highlights of Solutions and Remaining Challenges in Real-World Evidence Generation.
Proceedings of the AMIA 2022, 2022

A Framework for Detecting Medical Device Safety Signals Confounded by Learning Effects Using Machine Learning.
Proceedings of the AMIA 2022, 2022

A Framework for Generating Synthetic Clinical Datasets with Learning Effects to Support Methods Development and Validation.
Proceedings of the AMIA 2022, 2022

2021
Broadening the reach of the FDA Sentinel system: A roadmap for integrating electronic health record data in a causal analysis framework.
npj Digit. Medicine, 2021

Adaptation of an NLP system to a new healthcare environment to identify social determinants of health.
J. Biomed. Informatics, 2021

Enhancing trust in AI through industry self-governance.
J. Am. Medical Informatics Assoc., 2021

Privacy-protecting, reliable response data discovery using COVID-19 patient observations.
J. Am. Medical Informatics Assoc., 2021

Intrinsic Evaluation of Contextual and Non-contextual Word Embeddings using Radiology Reports.
Proceedings of the AMIA 2021, American Medical Informatics Association Annual Symposium, San Diego, CA, USA, October 30, 2021, 2021

Disparities in Coded and Imputed Post-Traumatic Stress Disorder and Self-Harm Among US Veterans.
Proceedings of the AMIA 2021, American Medical Informatics Association Annual Symposium, San Diego, CA, USA, October 30, 2021, 2021

2020
Detection of calibration drift in clinical prediction models to inform model updating.
J. Biomed. Informatics, 2020

COVID-19 TestNorm: A tool to normalize COVID-19 testing names to LOINC codes.
J. Am. Medical Informatics Assoc., 2020

Efficient determination of equivalence for encrypted data.
Comput. Secur., 2020

Pain Management Collaboratory Coordinating Center (PMC3): Insights from Multiple Work Groups for Clinical Research Informatics Support.
Proceedings of the AMIA 2020, 2020

A Surveillance Framework for Monitoring and Updating Clinical Prediction Models.
Proceedings of the AMIA 2020, 2020

2019
Explicit causal reasoning is preferred, but not necessary for pragmatic value.
J. Am. Medical Informatics Assoc., 2019

Prognostic models will be victims of their own success, unless...
J. Am. Medical Informatics Assoc., 2019

A nonparametric updating method to correct clinical prediction model drift.
J. Am. Medical Informatics Assoc., 2019

Incrementally Transforming Electronic Medical Records into the Observational Medical Outcomes Partnership Common Data Model: A Multidimensional Quality Assurance Approach.
Appl. Clin. Inform., 2019

A Tale of Two Databases: The DoD and VA Infrastructure for Clinical Intelligence (DaVINCI).
Proceedings of the MEDINFO 2019: Health and Wellbeing e-Networks for All, 2019

Value Set Development for Studies Involving Historical Data.
Proceedings of the AMIA 2019, 2019

Longitudinal modeling of prescription refill records to predict medication use.
Proceedings of the AMIA 2019, 2019

Mapping Medications to Standards with Machine Learning and Noisy Labels.
Proceedings of the AMIA 2019, 2019

Comparison of Prediction Model Performance Updating Protocols: Using a Data-Driven Testing Procedure to Guide Updating.
Proceedings of the AMIA 2019, 2019

Developing Synthetic VA Healthcare Data in OMOP CDM Model.
Proceedings of the AMIA 2019, 2019

2018
Development of an automated phenotyping algorithm for hepatorenal syndrome.
J. Biomed. Informatics, 2018

Automated mapping of laboratory tests to LOINC codes using noisy labels in a national electronic health record system database.
J. Am. Medical Informatics Assoc., 2018

Perfectly Secure and Efficient Two-Party Electronic-Health-Record Linkage.
IEEE Internet Comput., 2018

Application of contextual design methods to inform targeted clinical decision support interventions in sub-specialty care environments.
Int. J. Medical Informatics, 2018

Integrating Cancer Genomic Data into Decision Support at the VA: Hematologic Oncology as a Use Case.
Proceedings of the AMIA 2018, 2018

Flipping the Model for Biomedical Informatics Research.
Proceedings of the AMIA 2018, 2018

Annotating Social Determinants of Health and Functional Status Information Using Publicly Accessible Corpora.
Proceedings of the AMIA 2018, 2018

The Department of Defense (DoD) and Department of Veterans Affairs (VA) Infrastructure for Clinical Intelligence (DaVINCI).
Proceedings of the AMIA 2018, 2018

Developing a Testing Procedure to Select Model Updating Methods.
Proceedings of the AMIA 2018, 2018

2017
Congestive heart failure information extraction framework for automated treatment performance measures assessment.
J. Am. Medical Informatics Assoc., 2017

Calibration drift in regression and machine learning models for acute kidney injury.
J. Am. Medical Informatics Assoc., 2017

Identification of adverse drug-drug interactions through causal association rule discovery from spontaneous adverse event reports.
Artif. Intell. Medicine, 2017

The Building Blocks of Inter-operability.
Appl. Clin. Inform., 2017

Heart Failure Data for Patient Treatment Goals at the Point of Care: Automated Data Extraction and Consistent Reference Standard Importance.
Proceedings of the Summit on Clinical Research Informatics, 2017

Strategic Assessment and Planning for the PCORnet Common Data Model.
Proceedings of the Summit on Clinical Research Informatics, 2017

Natural Language Data Sampling: Principles & Strategies in Corpus Selection.
Proceedings of the AMIA 2017, 2017

Machine Learning Models to Predict Readmission for Patients with Cirrhosis.
Proceedings of the AMIA 2017, 2017

Calibration Drift Among Regression and Machine Learning Models for Hospital Mortality.
Proceedings of the AMIA 2017, 2017

2016
Using a Multilayer Self-Organizing Map for Risk Prediction in Hepatorenal Syndrome.
Proceedings of the Summit on Clinical Research Informatics, 2016

Calibration Drift of Clinical Prediction Models Across Modeling Methods.
Proceedings of the Summit on Clinical Research Informatics, 2016

The Discriminative Power of Non-Specific Laboratory Results.
Proceedings of the AMIA 2016, 2016

Event Coreference in Support of Temporal Reasoning in Mental Health Notes.
Proceedings of the AMIA 2016, 2016

Calibration of Predictive Models for Clinical Decision Making: Personalizing Prevention, Treatment, and Disease Progression.
Proceedings of the AMIA 2016, 2016

An Integrated Privacy Preserving Collaborative Analytics Platform: The PCORnet pSCANNER-PopMedNet TM Software Suite.
Proceedings of the AMIA 2016, 2016

Using Results of Statistical Text Mining in Big Data Analysis.
Proceedings of the AMIA 2016, 2016

An Electronic Health Record Phenotyping Algorithm for Identifying Patients with Hepatorenal Syndrome.
Proceedings of the AMIA 2016, 2016

Workflow-guided development of a clinical decision support tool for patients with advanced liver disease.
Proceedings of the AMIA 2016, 2016

Informatics Challenges in Working with "Big Data" - A Use Case in Identifying Predictors of Constipation.
Proceedings of the AMIA 2016, 2016

2015
A system to build distributed multivariate models and manage disparate data sharing policies: implementation in the scalable national network for effectiveness research.
J. Am. Medical Informatics Assoc., 2015

National Veterans Health Administration inpatient risk stratification models for hospital-acquired acute kidney injury.
J. Am. Medical Informatics Assoc., 2015

A Novel Visualization for Rapid Summarization of Patient History: Application to Cirrhosis.
Proceedings of the AMIA 2015, 2015

RapTAT: A Tool for Assisted Annotation and Reviewer Training via Online Machine Learning.
Proceedings of the AMIA 2015, 2015

Transforming the National Department of Veterans Affairs Data Warehouse to the OMOP Common Data Model.
Proceedings of the AMIA 2015, 2015

2014
Development and evaluation of RapTAT: A machine learning system for concept mapping of phrases from medical narratives.
J. Biomed. Informatics, 2014

Brief communication: pSCANNER: patient-centered Scalable National Network for Effectiveness Research.
J. Am. Medical Informatics Assoc., 2014

Determining molecular predictors of adverse drug reactions with causality analysis based on structure learning.
J. Am. Medical Informatics Assoc., 2014

Research and applications: Assisted annotation of medical free text using RapTAT.
J. Am. Medical Informatics Assoc., 2014

Development of a Cirrhosis-Associated Symptom/Finding Detection Tool.
Proceedings of the AMIA 2014, 2014

2013
Comparative analysis of pharmacovigilance methods in the detection of adverse drug reactions using electronic medical records.
J. Am. Medical Informatics Assoc., 2013

Detecting temporal expressions in medical narratives.
Int. J. Medical Informatics, 2013

Methods for Detection of Kidney Disease Risk Factors in Clinical Reports.
Proceedings of the AMIA 2013, 2013

Use and Evaluation of RapTAT-Assisted Annotation for Extraction of Acute Kidney Injury Concepts from Clinical Free Text.
Proceedings of the AMIA 2013, 2013

2012
Data mining methodologies for pharmacovigilance.
SIGKDD Explor., 2012

iDASH: integrating data for analysis, anonymization, and sharing.
J. Am. Medical Informatics Assoc., 2012

Large-scale prediction of adverse drug reactions using chemical, biological, and phenotypic properties of drugs.
J. Am. Medical Informatics Assoc., 2012

Detection of infectious symptoms from VA emergency department and primary care clinical documentation.
Int. J. Medical Informatics, 2012

Detecting Adverse Drug Reactions Using Inpatient Medication Orders and Laboratory Tests Data.
Proceedings of the 2012 IEEE Second International Conference on Healthcare Informatics, 2012

Developing an Integrated Temporal Reasoning System with TimeML and UMLS Concepts.
Proceedings of the AMIA 2012, 2012

Who Said It? Establishing Professional Attribution among Authors of Veterans' Electronic Health Records.
Proceedings of the AMIA 2012, 2012

Developing the Veterans Health Administration ETL for the OMOP Common Data Model Version 3.
Proceedings of the AMIA 2012, 2012

National Post-Marketing Surveillance of Embolic Protection Devices in the Veterans Administration CART Program.
Proceedings of the AMIA 2012, 2012

Evaluation of the RapTAT Automated Annotation System for Identifying Post-Traumatic Stress Disorder-Related Concepts in Clinical Notes.
Proceedings of the AMIA 2012, 2012

Data Harmonization Barriers for Post Marketing Surveillance of Medications.
Proceedings of the AMIA 2012, 2012

2011
Evaluation of an automated safety surveillance system using risk adjusted sequential probability ratio testing.
BMC Medical Informatics Decis. Mak., 2011

2009
A comparison of methods for assessing penetrating trauma on retrospective multi-center data.
J. Biomed. Informatics, 2009

Research Paper: Impact of Non-interruptive Medication Laboratory Monitoring Alerts in Ambulatory Care.
J. Am. Medical Informatics Assoc., 2009

Detection of Blood Culture Bacterial Contamination using Natural Language Processing.
Proceedings of the AMIA 2009, 2009

2008
Research Paper: A Randomized Trial of Electronic Clinical Reminders to Improve Medication Laboratory Monitoring.
J. Am. Medical Informatics Assoc., 2008

2007
Effects of SVM parameter optimization on discrimination and calibration for post-procedural PCI mortality.
J. Biomed. Informatics, 2007

Rare Adverse Event Monitoring of Medical Devices with the Use of an Automated Surveillance Tool.
Proceedings of the AMIA 2007, 2007

2006
Research Paper: Monitoring Device Safety in Interventional Cardiology.
J. Am. Medical Informatics Assoc., 2006

2005
Discrimination and calibration of mortality risk prediction models in interventional cardiology.
J. Biomed. Informatics, 2005

Evaluating the Discriminatory Power of a Computer-based System for Assessing Penetrating Trauma on Retrospective Multi-Center Data.
Proceedings of the AMIA 2005, 2005

Exploration of a Bayesian Updating Tool to Provide Real-Time Safety Monitoring for New Medical Devices.
Proceedings of the AMIA 2005, 2005


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