Genevieve B. Melton

Affiliations:
  • University of Minnesota, Duluth, MN, USA


According to our database1, Genevieve B. Melton authored at least 133 papers between 2005 and 2023.

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Bibliography

2023
Machine Learning for Risk Prediction of Recurrent AKI in Adult Patients After Hospital Discharge.
Proceedings of the MEDINFO 2023 - The Future Is Accessible, 2023

A Symptom-Based Natural Language Processing Surveillance Pipeline for Post-COVID-19 Patients.
Proceedings of the MEDINFO 2023 - The Future Is Accessible, 2023

Promoting Learning Health System Cycles by Optimizing EHR Data Clinical Concept Encoding Processes.
Proceedings of the MEDINFO 2023 - The Future Is Accessible, 2023

Evolving Interoperability Across a State Public Health Immunization Registry and Electronic Health Records.
Proceedings of the MEDINFO 2023 - The Future Is Accessible, 2023

Post-Implementation Outcomes of a Remote Patient Monitoring Program After Emergency Department Discharge.
Proceedings of the MEDINFO 2023 - The Future Is Accessible, 2023

Advanced Care Planning Content Encoding with Natural Language Processing.
Proceedings of the MEDINFO 2023 - The Future Is Accessible, 2023

Development and Usability Evaluation of an Opioid Management App.
Proceedings of the MEDINFO 2023 - The Future Is Accessible, 2023

2022
Evaluation of federated learning variations for COVID-19 diagnosis using chest radiographs from 42 US and European hospitals.
J. Am. Medical Informatics Assoc., 2022

Research data warehouse best practices: catalyzing national data sharing through informatics innovation.
J. Am. Medical Informatics Assoc., 2022

Do electronic health record systems "dumb down" clinicians?
J. Am. Medical Informatics Assoc., 2022

MTAP - A Distributed Framework for NLP Pipelines.
Proceedings of the 10th IEEE International Conference on Healthcare Informatics, 2022

Application of Causal Discovery Algorithms in Studying the Nephrotoxicity of Remdesivir Using Longitudinal Data from the EHR.
Proceedings of the AMIA 2022, 2022

Research Patient Data Repositories: Perspectives from JAMIA Special Issue Editors on the Next Generation of Multi-Institutional Data Sharing.
Proceedings of the AMIA 2022, 2022

Semi-automated Clinical Content Curation of COVID-19 Chatbot Remote Patient Monitoring Solution.
Proceedings of the AMIA 2022, 2022

2021
Strategies for building robust prediction models using data unavailable at prediction time.
J. Am. Medical Informatics Assoc., 2021

Building the evidence-base to reduce electronic health record-related clinician burden.
J. Am. Medical Informatics Assoc., 2021

NLP Methods for Extraction of Symptoms from Unstructured Data for Use in Prognostic COVID-19 Analytic Models.
J. Artif. Intell. Res., 2021

An Empirical Study of UMLS Concept Extraction from Clinical Notes using Boolean Combination Ensembles.
CoRR, 2021

A Prospective Observational Study to Investigate Performance of a Chest X-ray Artificial Intelligence Diagnostic Support Tool Across 12 U.S. Hospitals.
CoRR, 2021

Implementation and Analysis of an Institution-Wide EHR-Integrated Handoff Note.
Proceedings of the MEDINFO 2021: One World, One Health - Global Partnership for Digital Innovation, 2021

Identifying Mentions of Life Stressors in Clinical Notes.
Proceedings of the 9th IEEE International Conference on Healthcare Informatics, 2021

Validation of Administrative Coding and Clinical Notes for Hospital-Acquired Acute Kidney Injury in Adults.
Proceedings of the AMIA 2021, American Medical Informatics Association Annual Symposium, San Diego, CA, USA, October 30, 2021, 2021

2020
iDISK: the integrated DIetary Supplements Knowledge base.
J. Am. Medical Informatics Assoc., 2020

Rapid implementation of a COVID-19 remote patient monitoring program.
J. Am. Medical Informatics Assoc., 2020

Innovative Method to Build Robust Prediction Models When Gold-Standard Outcomes Are Scarce.
Proceedings of the Artificial Intelligence in Medicine, 2020

Consensus Modeling: A Transfer Learning Approach for Small Health Systems.
Proceedings of the Artificial Intelligence in Medicine, 2020

2019
Challenges and Opportunities to Improve the Clinician Experience Reviewing Electronic Progress Notes.
Appl. Clin. Inform., 2019

The Impact of Patient Interactive Systems on the Management of Pain in an Inpatient Hospital Setting: A Systematic Review.
Appl. Clin. Inform., 2019

The Value of Aggregated High-Resolution Intraoperative Data for Predicting Post-Surgical Infectious Complications at Two Independent Sites.
Proceedings of the MEDINFO 2019: Health and Wellbeing e-Networks for All, 2019

Named Entity Recognition in Prehospital Trauma Care.
Proceedings of the MEDINFO 2019: Health and Wellbeing e-Networks for All, 2019

Recurrent Deep Network Models for Clinical NLP Tasks: Use Case with Sentence Boundary Disambiguation.
Proceedings of the MEDINFO 2019: Health and Wellbeing e-Networks for All, 2019

Electronic Progress Note Reading Patterns: An Eye Tracking Analysis.
Proceedings of the MEDINFO 2019: Health and Wellbeing e-Networks for All, 2019

Resident-Physician Preferences for Electronic Handoff Note Content: Implications for Implementation of a System-Wide Electronic Health Record-Integrated Handoff Tool.
Proceedings of the MEDINFO 2019: Health and Wellbeing e-Networks for All, 2019

Reducing Burden: Evidence-based Solutions for Improving Clinicians' EHR Experiences.
Proceedings of the AMIA 2019, 2019

2018
Representation of occupational information across resources and validation of the occupational data for health model.
J. Am. Medical Informatics Assoc., 2018

Understanding the Pediatric Inpatient Population Use of Patient Interactive Tools in the Management of Pain.
Proceedings of the AMIA 2018, 2018

2017
Detecting clinically relevant new information in clinical notes across specialties and settings.
BMC Medical Informatics Decis. Mak., 2017

Strategies for handling missing clinical data for automated surgical site infection detection from the electronic health record.
J. Biomed. Informatics, 2017

Usability Evaluation of Electronic Health Record System around Clinical Notes Usage-An Ethnographic Study.
Appl. Clin. Inform., 2017

Phenotyping and Visualizing Infusion-Related Reactions for Breast Cancer Patients.
Proceedings of the MEDINFO 2017: Precision Healthcare through Informatics, 2017

Characterizing Surgical Site Infection Signals in Clinical Notes.
Proceedings of the MEDINFO 2017: Precision Healthcare through Informatics, 2017

Usability Evaluation of an EHR's Clinical Notes Interface from the Perspective of Attending and Resident Physicians: An Exploratory Study.
Proceedings of the MEDINFO 2017: Precision Healthcare through Informatics, 2017

Assessing the Representation of Occupation Information in Free-Text Clinical Documents Across Multiple Sources.
Proceedings of the MEDINFO 2017: Precision Healthcare through Informatics, 2017

Usability Evaluation of NLP-PIER: A Clinical Document Search Engine for Researchers.
Proceedings of the MEDINFO 2017: Precision Healthcare through Informatics, 2017

Detecting Signals of Interactions Between Warfarin and Dietary Supplements in Electronic Health Records.
Proceedings of the MEDINFO 2017: Precision Healthcare through Informatics, 2017

Assessing Provider-Generated Free-Text Quality in EHR-Integrated Handoff Notes.
Proceedings of the MEDINFO 2017: Precision Healthcare through Informatics, 2017

A Study on Phenotyping and Visualizing Black Box Warnings of Antineoplastic Breast Cancer Medications.
Proceedings of the Summit on Clinical Research Informatics, 2017

Representation of Occupation Information in Clinical Texts: An Analysis of Free-Text Clinical Documentation in Multiple Sources.
Proceedings of the Summit on Clinical Research Informatics, 2017

Usability Testing of a Clinical Document Search Engine for Researchers.
Proceedings of the Summit on Clinical Research Informatics, 2017

Using ensembles of NLP engines without a common type system to improve abbreviation disambiguation.
Proceedings of the Summit on Clinical Research Informatics, 2017

Classifying Supplement Use Status in Clinical Notes.
Proceedings of the Summit on Clinical Research Informatics, 2017

Residence, Living Situation, and Living Conditions Information Documentation in Clinical Practice.
Proceedings of the AMIA 2017, 2017

Causal Phenotyping for Susceptibility to Cardiotoxicity from Antineoplastic Breast Cancer Medications.
Proceedings of the AMIA 2017, 2017

Representation of Social History Factors Across Age Groups: A Topic Analysis of Free-Text Social Documentation.
Proceedings of the AMIA 2017, 2017

Comorbidity Miner: An Open Source Interactive Tool for Mining Disparate Electronic Health Data Sources.
Proceedings of the AMIA 2017, 2017

How do physcians read electronic progress notes?
Proceedings of the AMIA 2017, 2017

AMICUS: A Metasystem for Interoperation and Combination of UIMA Systems.
Proceedings of the AMIA 2017, 2017

"My work will surely speak for itself: " Visibility, Networking, and Self Promotion in Informatics.
Proceedings of the AMIA 2017, 2017

Pain Assessment Automatic Documentation Initiated by Patients and Parents: A Case Study from the University of Minnesota Masonic Children's Hospital.
Proceedings of the AMIA 2017, 2017

2016
A comparative observational study of inpatient clinical note-entry and reading/retrieval styles adopted by physicians.
Int. J. Medical Informatics, 2016

Corpus domain effects on distributional semantic modeling of medical terms.
Bioinform., 2016

Usability Testing of Two Ambulatory EHR Navigators.
Appl. Clin. Inform., 2016

Identifying Family History and Substance Use Associations for Adult Epilepsy from the Electronic Health Record.
Proceedings of the Summit on Clinical Research Informatics, 2016

NLP-PIER: A Scalable Natural Language Processing, Indexing, and Searching Architecture for Clinical Notes.
Proceedings of the Summit on Clinical Research Informatics, 2016

Using synthetic clinical data to train an HMM-based POS tagger.
Proceedings of the 2016 IEEE-EMBS International Conference on Biomedical and Health Informatics, 2016

Representing Residence, Living Situation, and Living Conditions: An Evaluation of Terminologies, Standards, Guidelines, and Measures/Surveys.
Proceedings of the AMIA 2016, 2016

Investigating Longitudinal Tobacco Use Information from Social History and Clinical Notes in the Electronic Health Record.
Proceedings of the AMIA 2016, 2016

Family History by Other Names: A Preliminary Comparison of Structured and Free-Text Sources in the Electronic Health Record.
Proceedings of the AMIA 2016, 2016

Validating the Occupational Data for Health Model: An Analysis of Occupational Information in Reports, Standards, Surveys, and Measures.
Proceedings of the AMIA 2016, 2016

Does Section Order Affect Physicians' Experiences Reviewing Ambulatory Progress Notes?
Proceedings of the AMIA 2016, 2016

Accelerating Chart Review Using Automated Methods on Electronic Health Record Data for Postoperative Complications.
Proceedings of the AMIA 2016, 2016

Towards Comprehensive Clinical Abbreviation Disambiguation Using Machine-Labeled Training Data.
Proceedings of the AMIA 2016, 2016

Automated De-Identification of Distributional Semantic Models.
Proceedings of the AMIA 2016, 2016

Mining and Visualizing Sequential Patterns in the Electronic Health Record: A Case Study for Asthma With and Without Mental Disorders.
Proceedings of the AMIA 2016, 2016

Content and Quality of Free-Text Occupation Documentation in the Electronic Health Record.
Proceedings of the AMIA 2016, 2016

2015
Domain adaption of parsing for operative notes.
J. Biomed. Informatics, 2015

Assessing the adequacy of the HL7/LOINC Document Ontology Role axis.
J. Am. Medical Informatics Assoc., 2015

Multi-source development of an integrated model for family health history.
J. Am. Medical Informatics Assoc., 2015

Analyzing Operative Note Structure in Development of a Section Header Resource.
Proceedings of the MEDINFO 2015: eHealth-enabled Health, 2015

Evaluation of Herbal and Dietary Supplement Resource Term Coverage.
Proceedings of the MEDINFO 2015: eHealth-enabled Health, 2015

Automated Detection of Postoperative Surgical Site Infections Using Supervised Methods with Electronic Health Record Data.
Proceedings of the MEDINFO 2015: eHealth-enabled Health, 2015

Characterizing Patient-Generated Clinical Data and Associated Implications for Electronic Health Records.
Proceedings of the MEDINFO 2015: eHealth-enabled Health, 2015

Strategies for Handling Missing Data in Detecting Postoperative Surgical Site Infections.
Proceedings of the 2015 International Conference on Healthcare Informatics, 2015

Evaluating Term Coverage of Herbal and Dietary Supplements in Electronic Health Records.
Proceedings of the AMIA 2015, 2015

Automated Extraction of Substance Use Information from Clinical Texts.
Proceedings of the AMIA 2015, 2015

Usability Testing of an Ambulatory EHR Navigator.
Proceedings of the AMIA 2015, 2015

Mining and Visualizing Family History Associations in the Electronic Health Record: A Case Study for Pediatric Asthma.
Proceedings of the AMIA 2015, 2015

Representation of Drug Use in Biomedical Standards, Clinical Text, and Research Measures.
Proceedings of the AMIA 2015, 2015

A Review and Analysis of Rounding and Handoff Document Content in Inpatient Resident Physician Teams.
Proceedings of the AMIA 2015, 2015

2014
Using semantic predications to uncover drug-drug interactions in clinical data.
J. Biomed. Informatics, 2014

A Gentle Introduction to Support Vector Machines in Biomedicine, Alexander Statnikov, Constantin F. Aliferis, Douglas P. Hardin, Isabelle Guyon. World Scientific (2013). Vols. 1(200 p.) and 2 (212 p.).
J. Biomed. Informatics, 2014

A sense inventory for clinical abbreviations and acronyms created using clinical notes and medical dictionary resources.
J. Am. Medical Informatics Assoc., 2014

Using Language Models to Identify Relevant New Information in Inpatient Clinical Note.
Proceedings of the AMIA 2014, 2014

Evolving Career Landscapes in Biomedical and Health Informatics.
Proceedings of the AMIA 2014, 2014

Evaluating Living Situation, Occupation, and Hobby/Activity Information in the Electronic Health Record.
Proceedings of the AMIA 2014, 2014

Semantic Role Labeling for Modeling Surgical Procedures in Operative Notes.
Proceedings of the AMIA 2014, 2014

Extending the HL7/LOINC Document Ontology Settings of Care.
Proceedings of the AMIA 2014, 2014

U-path: An undirected path-based measure of semantic similarity.
Proceedings of the AMIA 2014, 2014

Examining the Use, Contents, and Quality of Free-Text Tobacco Use Documentation in the Electronic Health Record.
Proceedings of the AMIA 2014, 2014

Automated Extraction of Family History Information from Clinical Notes.
Proceedings of the AMIA 2014, 2014

2013
Effects of time constraints on clinician-computer interaction: A study on information synthesis from EHR clinical notes.
J. Biomed. Informatics, 2013

UMLS: : Similarity: Measuring the Relatedness and Similarity of Biomedical Concepts.
Proceedings of the Human Language Technologies: Conference of the North American Chapter of the Association of Computational Linguistics, 2013

Navigating Longitudinal Clinical Notes with an Automated Method for Detecting New Information.
Proceedings of the MEDINFO 2013, 2013

Predicate Argument Structure Frames for Modeling Information in Operative Notes.
Proceedings of the MEDINFO 2013, 2013

Development of a Comprehensive Family Health History Information Model.
Proceedings of the AMIA 2013, 2013

Content Analysis of Patient-Driven Family Health History Tools.
Proceedings of the AMIA 2013, 2013

2012
Using PharmGKB to train text mining approaches for identifying potential gene targets for pharmacogenomic studies.
J. Biomed. Informatics, 2012

Translating standards into practice: Experiences and lessons learned in biomedicine and health care.
J. Biomed. Informatics, 2012

Automated identification of relevant new information in clinical narrative.
Proceedings of the ACM International Health Informatics Symposium, 2012

Semantic relatedness study using second order co-occurrence vectors computed from biomedical corpora, UMLS and WordNet.
Proceedings of the ACM International Health Informatics Symposium, 2012

Automated Assessment of Medical Training Evaluation Text.
Proceedings of the AMIA 2012, 2012

A Study of Actions in Operative Notes.
Proceedings of the AMIA 2012, 2012

Automated Disambiguation of Acronyms and Abbreviations in Clinical Texts: Window and Training Size Considerations.
Proceedings of the AMIA 2012, 2012

Social and Behavioral History Information in Public Health Datasets.
Proceedings of the AMIA 2012, 2012

Using SemRep to Label Semantic Relations Extracted from Clinical Text.
Proceedings of the AMIA 2012, 2012

A Qualitative Analysis of EHR Clinical Document Synthesis by Clinicians.
Proceedings of the AMIA 2012, 2012

Characterizing the Use and Contents of Free-Text Family History Comments in the Electronic Health Record.
Proceedings of the AMIA 2012, 2012

Evaluating Semantic Relatedness and Similarity Measures with Standardized MedDRA Queries.
Proceedings of the AMIA 2012, 2012

Patient-Specific Surgical Outcomes Assessment Using Population-Based Data Analysis: Risk Model Development.
Proceedings of the AMIA 2012, 2012

2011
Towards a framework for developing semantic relatedness reference standards.
J. Biomed. Informatics, 2011

Using Second-order Vectors in a Knowledge-based Method for Acronym Disambiguation.
Proceedings of the Fifteenth Conference on Computational Natural Language Learning, 2011

HealthTrust: trust-based retrieval of you tube's diabetes channels.
Proceedings of the 20th ACM Conference on Information and Knowledge Management, 2011

2010
Evaluation of family history information within clinical documents and adequacy of HL7 clinical statement and clinical genomics family history models for its representation: a case report.
J. Am. Medical Informatics Assoc., 2010

Automated Identification of Synonyms in Biomedical Acronym Sense Inventories.
Proceedings of the Second Louhi Workshop on Text and Data Mining of Health Documents, 2010

2009
Case Report: Iterative Evaluation of the Health Level 7 - Logical Observation Identifiers Names and Codes Clinical Document Ontology for Representing Clinical Document Names: A Case Report.
J. Am. Medical Informatics Assoc., 2009

2008
Use abstracted patient-specific features to assist an information-theoretic measurement to assess similarity between medical cases.
J. Biomed. Informatics, 2008

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

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

Inter-patient distance metrics using SNOMED CT defining relationships.
J. Biomed. Informatics, 2006

2005
Research Paper: Automated Detection of Adverse Events Using Natural Language Processing of Discharge Summaries.
J. Am. Medical Informatics Assoc., 2005

Document Ontology: Supporting Narrative Documents in Electronic Health Records.
Proceedings of the AMIA 2005, 2005

Clinicians' Perceptions of Usability of eNote.
Proceedings of the AMIA 2005, 2005

Mining a clinical data warehouse to discover disease-finding associations using co-occurrence statistics.
Proceedings of the AMIA 2005, 2005


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