Sorting Out Plan of Action

We heard back from the doctor about what information we should look for in the dataset. This inlcudes:

  • Urine output by weight
  • temperature
  • respiration rate
  • white blood cell count
  • creatinine
  • lactate
  • systemic systolic
  • heart rate

The following are the levels that could lead to septic shock upon further research:

Body AttributeBody Attribute Value Required for Septic Shock
Body temperature<36 °Celsius or  >38 °Celsius
Heart rate>90 BPM
Respiratory rate>20 BPM or arterial CO2 pressure (PaCO2) <32 mmHg
White blood cell count<4,000/mL or >12,000/mL
Body AttributeBody Attribute Value Required for Septic Shock
Systolic blood pressure<90 mmHg
Blood Lactate>2.0 mmol/L
Urine output<0.5 mL/kg over the last two hours despite adequate fluid resuscitation
Creatinine>2.0 mg/dL without the presence of chronic dialysis or renal insufficiency

Some more time was spent looking into how time series data is represented and how it is used in models etc.

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