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Hybrid statistical and mechanistic mathematical model guides mobile health intervention for chronic pain

Description:

Nearly a quarter of visits to the Emergency Department are for conditions that could have been managed via outpatient treatment; improvements that allow patients to quickly recognize and receive appropriate treatment are crucial. The growing popularity of mobile technology creates new opportunities for real-time adaptive medical intervention, and the simultaneous...

Keyword:

prediction, chronic pain, opioid, dynamical system, mobile health, clinical trial, optimization, sickle cell disease, and statistical model

Creator:

Clifton, Sara M.

Contributor:

Abrams, Daniel M.

Owner:

Sara Melinda Clifton

Date Uploaded:

06/06/2017

Date Modified:

06/06/2017

Resource Type:

Dataset

Alternate Identifier:

https://doi.org/10.21985/N24S3T and doi:10.21985/N24S3T
Supplementary data for "Can subjective pain be inferred from objective physiological data? Evidence from patients with sickle cell disease" (PLOS CB, 2021)

Description:

Patients with sickle cell disease (SCD) experience lifelong struggles with both chronic and acute pain, often requiring medical intervention. Pain can be managed with medications, but dosages must balance the goal of pain mitigation against the risks of tolerance, addiction and other adverse effects. Setting appropriate dosages requires knowledge of...

Keyword:

subjective pain, probabilistic model, mathematical model, SCD, sickle cell disease, hidden Markov model, and Gaussian naive Bayes

Subject:

Hidden Markov models, Chronic pain, Mathematical models, and Sickle cell anemia

Creator:

Mark J. Panaggio, Tanvi Banerjee, Daniel M. Abrams, Fan Yang, and Nirmish Shah

Contributor:

National Institutes of Health grant #1R01AT010413-01

Owner:

Daniel M Abrams

Publisher:

Abrams research group

Language:

English

Date Uploaded:

12/22/2020

Date Modified:

01/26/2021

Date Created:

2020-12-22

Resource Type:

Dataset

Alternate Identifier:

DOI (to come)

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Hybrid statistical and mechanistic mathematical model guides mobile health intervention for chronic pain

Supplementary data for "Can subjective pain be inferred from objective physiological data? Evidence from patients with sickle cell disease" (PLOS CB, 2021)

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