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Tellus_JrML_Challenge

Use heart and respiration rate to determine if patient needs a check-in.

Overview

  • Utilize heart and respiration rates of patients in a nursing home facility to determine if they need a staff member to check-in.
    • Check-ins will be classified by emergency, non-emergency, and doctor's visit.
  • Please see further analysis here: Analysis, Nursing Home Patients

Sources

Visualization

Emergency Check-In Situation

Conclusion

  • Patients who exhibit abnormal heart rate or respiratory rate, but not both simultaneously, can be monitored with less intensity and true emergency situations can be identified more accurately.
    • Measurements of heart and respiratory rate, when measured together allow us to address potential emergency situations, including resuscitation.

* Measurements of respiratory rate over a day allow us to recommend doctor visits for patients with increased likelihood of having or developing an infection. * Common infections for nursing home patients include lower respiratory and urinary tract infections. * Urinary tract infections typically cause lower respiratory rates and lower respiratory infections typically cause higher respiratory rates. * See this source for more information: [Cardiopulmonary Resuscitation in Adults Over 80: Outcome and the Perception of Appropriateness by Clinicians](https://agsjournals.onlinelibrary.wiley.com/doi/full/10.1111/jgs.16270)

Future Work

Awake at night Indicators:

  • Determine if these indicators can tell us when a person is awake at night, then recommend a check-in if they aren't sleeping for more than 30 minutes between 10 pm and 5 am.

Understanding Repititious Data

  • Need to know why there are periods of many minutes with the same measurement for both heart and respiratory rate at concerning levels.

Improve Visualizations

  • Include plots with red, yellow, and orange indicator bars.

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