Shenda Hong, Xinlin Hou, Jin Jing, Wendong Ge, Luxia Zhang. Predicting Risk of Mortality in Pediatric ICU based on Ensemble Step-wise Feature Selection. SPJ Health Data Science, Volume 2021, Article ID 9365125. paper
The reproducible results are saved in run_exp.ipynb.
You can also run prepare_firsthours.ipynb to extract icu_first24hours.csv from raw csv files (save them in raw_data/).
PIC (Paediatric Intensive Care) dataset. A large, single-center database comprising information relating to patients admitted to critical care units at the Children's Hospital of Zhejiang University School of Medicine. You can follow the instructions to get the dataset access http://pic.nbscn.org/applyhome .
- Xian Zeng#, Gang Yu#, Yang Lu#,Linhua Tan, Xiujing Wu, Shanshan Shi, Huilong Duan, Qiang Shu* and Haomin Li*. PIC, a pediatric-specific intensive care database. Scientific Data 2020 7:14 DOI:doi.org/10.1038/s41597-020-0355-4. Available from: https://www.nature.com/articles/s41597-020-0355-4
Predicting In-hospital Mortality of Patients in the Pediatric ICU
- Pollack, Murray M., Kantilal M. Patel, and Urs E. Ruttimann. "PRISM III: an updated Pediatric Risk of Mortality score." Critical care medicine 24.5 (1996): 743-752.