yhtgrace / echo Goto Github PK

For each patient, features of interest for filtering and stratification/modeling:

• Inpatient/outpatient echo features
• ICU echo features
• Time relative to ICU admission
• ICU sepsis at time of echo
• Which drugs (pressors/inotropes) was the patient given
• Amount of fluids patient was given
• Age at time of echo
• Comorbidities: obesity, alchohol abuse
• On mechanical ventilation during echo, what type
• Labs: creatinine, troponin, lactate, etc. (see labs of interest) [time of echo, at 24, 48, ... hours]
• Renal function, on dialysis, etc.

Filtering:

1. Time filter, -8 to +48 hours
2. ICU sepsis
3. Age (18+), any other demographic filtering
4. Most recent echo

Stratification (aka features of interest):

1. Mechanical ventilation during echo, type of ventilation
2. Creatinine at admission to ICU
   ... see #3