Assessing socioeconomic bias in machine learning algorithms in health care: a case study of the HOUSES index.
Young J. JuhnEuijung RyuChung-Il WiKatherine S. KingMomin M. MalikSantiago Romero-BrufauChunhua WengSunghwan SohnRichard R. SharpJohn D. HalamkaPublished in: J. Am. Medical Informatics Assoc. (2022)
Keyphrases
- machine learning algorithms
- health care
- benchmark data sets
- learning algorithm
- machine learning
- information systems
- decision trees
- machine learning methods
- random forests
- learning problems
- health data
- primary care
- machine learning approaches
- machine learning models
- medical information
- health insurance
- decision support system
- medical records
- electronic health records
- patient care
- database
- health care services
- statistical machine learning
- home care
- medical practice
- text mining
- standard machine learning algorithms
- data sets