PhysioNet 2019 Sepsis Challenge
Files related to Early Prediction of Sepsis from Clinical Data: the PhysioNet/Computing in Cardiology Challenge 2019.
When combined into a single dataset, the 5000 files contain 188,453 records with 42 fields.
Missingness
Fields always present: ICULOS, Age, Gender, HospAdmTime, SepsisLabel
Fields with < 15% missing values: HR, O2Sat, SBP, MAP, DBP
Fields with 20% to 90% missing: Temp, Resp, Glucose, Unit1, Unit2
All other fields have > 90% missing values.
The median patient percent missing is 100% for 16 of the quantities.
Demographics
Only about 1.4% of raw records indicate sepsis. [2623 / 188,453]
Only about 5.6% of the patients have sepsis. [279 / 5000]
Sepsis reported in first hour for 20.1% of sepsis patients. [56 / 279]
Vital Signs
Laboratory Value