Utilizing electronic health data and machine learning for the prediction of 30-day unplanned readmission or all-cause mortality in heart failure.

Ashley N Beecy,Manasa Gummalla,Evan Sholle,Zhuoran Xu,Yiye Zhang,Kelly Michalak,Kristina Dolan,Yasin Hussain,Benjamin C Lee,Yongkang Zhang,Parag Goyal,Thomas R Campion,Leslee J Shaw,Lohendran Baskaran,Subhi J Al'Aref

Cardiovascular digital health journal（2020）

引用 9|浏览6

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摘要

These models predict risk of HF hospitalizations and ACM in patients admitted with HF and emphasize the importance of incorporating large numbers of variables in machine learning models to identify predictors for future investigation.

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关键词

Big data,Electronic health data,Heart failure,Machine learning,Readmission

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