Create Jira Ticket
This idea cannot be sent to Jira.
Signal Detection in Patient Level Data
We are currently mining patient level data to identify signals about changes in patient conditions. It is very useful to detect early signals in order to be able to respond and move patients from the home to the hospital or from the ward to the ICU. The data is all time series data coming from medical devices. We ae trying to figure how to create a robust library of patterns that can be used for monitoring and prediction as it will help reduce the burden on medical personnel. The approach is very similar to the analysis and prediction on ECG data for remote patient monitoring. Here is a link to our paper on ECG predictive monitoring using small data sets - https://preprints.jmir.org/preprint/24388. Attached is also a PPT with a more general description of what and how we do it.
It would be great if this data could be correlated with the test results, our platform will host the test results.
Is it possible to use Continuous Glucose Monitoring (CGM) technology to detect COVID-19 in an individual and monitor positivity for COVID-19?
This is how we see the data.
The pattern is very important as you can see on this screenshot single instances of SPO2 drop are not important, but a 30 min continuous decline signals the need for a respirator.
Here is the pitch deck for our proposed solution.
Nature just published a very interesting article about early COVID-19 detection using smart watch and anomaly detection in time series. Quite simple patterns can signal Covid-19 infection. Here is the link to the article - https://www.nature.com/articles/s41551-020-00640-6
Trying to understand if there are preconditions met by other software. (In general) 1. How to collect AOEs, from ordering provider/patient/specimen collector 2. Integrate into app/LIS or other information source for patient to be married to results of IVD test device/system 3. All transmitted to public health (ELR) 4. All transmitted to HHS (may be met by 3).
Will your approach support all 4 or only portions of above for "tracking lab results" or would that be out of scope and your approach applied much further downstream or only focused on clinical/non lab data from medical devices as desceribed?