A model for predicting fall risks of hospitalized elderly in Taiwan-A machine learning approach based on both electronic health records and comprehensive geriatric assessment

Wei‐Min Chu, Endah Kristiani, Yu-Chieh Wang, Yen‐Ru Lin, Shih‐Yi Lin, Wei‐Cheng Chan, Chao‐Tung Yang, Yu‐Tse Tsan

Frontiers in Medicine · 2022 · 28 citations · 31 references

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Abstract

This is the first machine-learning based study using both EHR and CGA to predict fall risks of elderly. Multiple risk factors of falls in hospitalized elderly patients can be put into a machine learning model to predict future falls for early planned actions. Future studies should be focused on the model fitting and accuracy of data analysis.

References

31