Improving sensitivity of machine learning methods for automated case identification from free-text electronic medical records

Identifying clinical/translational research cohorts: ascertainment via querying an integrated multi-source database

(2012) J. F. Hurdle et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Automating classification of free-text electronic health records for epidemiological studies

(2012) Martijn J. Schuemie et al.   PHARMACOEPIDEMIOLOGY AND DRUG SAFETY

Extracting Diagnoses and Investigation Results from Unstructured Text in Electronic Health Records by Semi-Supervised Machine Learning

(2012) Zhuoran Wang et al.   PLoS One

Cost-sensitive classification with inadequate labeled data

(2011) Tao Wang et al.   INFORMATION SYSTEMS

What does validation of cases in electronic record databases mean? The potential contribution of free text

(2011) Amanda Nicholson et al.   PHARMACOEPIDEMIOLOGY AND DRUG SAFETY

An automated database case definition for serious bleeding related to oral anticoagulant use

(2011) Andrew Cunningham et al.   PHARMACOEPIDEMIOLOGY AND DRUG SAFETY

Using electronic medical records to enable large-scale studies in psychiatry: treatment resistant depression as a model

(2011) R. H. Perlis et al.   PSYCHOLOGICAL MEDICINE

Using Electronic Patient Records to Discover Disease Correlations and Stratify Patient Cohorts

(2011) Francisco S. Roque et al.   PLoS Computational Biology

Ensemble classification of paired data

(2010) Werner Adler et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

A systematic literature review of automated clinical coding and classification systems

(2010) Mary H Stanfill et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Secondary use of electronic health record data: spontaneous triggered adverse drug event reporting

(2010) Jeffrey A. Linder et al.   PHARMACOEPIDEMIOLOGY AND DRUG SAFETY

Electronic medical records for discovery research in rheumatoid arthritis

(2010) Katherine P. Liao et al.   ARTHRITIS CARE & RESEARCH

Temporal pattern discovery in longitudinal electronic patient records

(2009) G. Niklas Norén et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Learning from Imbalanced Data

(2009) Haibo He et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

ConText: An algorithm for determining negation, experiencer, and temporal status from clinical reports

(2009) Henk Harkema et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Electronic Health Record-Based Cardiac Risk Assessment and Identification of Unmet Preventive Needs

(2009) Stephen D. Persell et al.   MEDICAL CARE

A computer case definition for sudden cardiac death

(2009) Cecilia P. Chung et al.   PHARMACOEPIDEMIOLOGY AND DRUG SAFETY

Automatic construction of rule-based ICD-9-CM coding systems

(2008) Richárd Farkas et al.   BMC BIOINFORMATICS

Countering imbalanced datasets to improve adverse drug event predictive models in labor and delivery

(2008) L.M. Taft et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Mayo Clinic NLP System for Patient Smoking Status Identification

(2007) G. K. Savova et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Identifying Smokers with a Medical Extraction System

(2007) C. Clark et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION