Reporting of demographic data and representativeness in machine learning models using electronic health records.
Selen BozkurtEli M. CahanMartin G. SeneviratneRan SunJuan Antonio Lossio-VenturaJohn P. A. IoannidisTina Hernandez-BoussardPublished in: J. Am. Medical Informatics Assoc. (2020)
Keyphrases
- machine learning models
- electronic health records
- demographic data
- spam filtering
- clinical data
- machine learning algorithms
- health care
- machine learning approaches
- medical data
- clinical trials
- machine learning
- health records
- data analysis
- medical records
- learning models
- health information
- predictive model
- data sets
- real world
- information resources
- experimental design
- public health
- learning problems
- statistical analysis
- knowledge acquisition
- decision support system
- knowledge discovery
- data mining