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Missing Respiration and Liver SOFA Subscores in MIMIC-IV: Causes and Handling
Prerequisites
- [X] Put an X between the brackets on this line if you have done all of the following:
- Checked the online documentation: https://mimic.mit.edu/
- Checked that your issue isn't already addressed: https://github.com/MIT-LCP/mimic-code/issues?utf8=%E2%9C%93&q=
Description
I am currently using the MIMIC-IV derived sofa table for my research.
I noticed that about 40% of stay_ids have null values for the respiration and liver SOFA subscores across all timestamps.Clinically, it seems unusual for these SOFA subscores to be missing at such a high rate.
I would appreciate it if you could provide any insights into why these missing values might be occurring. Additionally, I would be grateful for any solutions or recommendations on how to handle these missing values.
Your work is fantastic and greatly appreciated. Thanks for reading! Ryu