Literature DB >> 32604695

Applying Artificial Intelligence to Predict Self-Reported Poor Health Among Black and Hispanic Caregivers with Mild Cognitive Impairment.

Sunmoo Yoon1, Nicole Davis2, Michelle Odlum3, Hwayoung Cho4, Peter Broadwell5, Maria Patrao6, Michael Bales7, Carmela Alcantara8, Mary Mittelman9.   

Abstract

We applied artificial intelligence techniques to build correlate models that predict general poor health in a national sample of caregivers with mild cognitive impairment (MCI). Our application of deep learning identified age, duration of caregiving, amount of alcohol intake, weight, myocardial infarction (MI) and frequency of MCI symptoms for Blacks and Hispanics whereas frequency of MCI symptoms, income, weight, coronary heart disease (CHD), age, and use of e-cigarette for the others as the strongest correlates of poor health among 81 variables entered. The application of artificial intelligence efficiently provided intervention strategies for Black and Hispanic caregivers with MCI.

Entities:  

Keywords:  artificial intelligence; health disparities; mild cognitive impairment

Mesh:

Year:  2020        PMID: 32604695      PMCID: PMC7337992          DOI: 10.3233/SHTI200588

Source DB:  PubMed          Journal:  Stud Health Technol Inform        ISSN: 0926-9630


  6 in total

Review 1.  Mild cognitive impairment affects motor control and skill learning.

Authors:  Qiaofeng Wu; John S Y Chan; Jin H Yan
Journal:  Rev Neurosci       Date:  2016-02       Impact factor: 4.353

2.  PET of brain amyloid and tau in mild cognitive impairment.

Authors:  Gary W Small; Vladimir Kepe; Linda M Ercoli; Prabha Siddarth; Susan Y Bookheimer; Karen J Miller; Helen Lavretsky; Alison C Burggren; Greg M Cole; Harry V Vinters; Paul M Thompson; S-C Huang; N Satyamurthy; Michael E Phelps; Jorge R Barrio
Journal:  N Engl J Med       Date:  2006-12-21       Impact factor: 91.245

3.  Deep Learning in Medicine-Promise, Progress, and Challenges.

Authors:  Fei Wang; Lawrence Peter Casalino; Dhruv Khullar
Journal:  JAMA Intern Med       Date:  2019-03-01       Impact factor: 21.873

4.  Age-specific and sex-specific prevalence and incidence of mild cognitive impairment, dementia, and Alzheimer dementia in blacks and whites: a report from the Einstein Aging Study.

Authors:  Mindy J Katz; Richard B Lipton; Charles B Hall; Molly E Zimmerman; Amy E Sanders; Joe Verghese; Dennis W Dickson; Carol A Derby
Journal:  Alzheimer Dis Assoc Disord       Date:  2012 Oct-Dec       Impact factor: 2.703

Review 5.  What are the respiratory effects of e-cigarettes?

Authors:  Jeffrey E Gotts; Sven-Eric Jordt; Rob McConnell; Robert Tarran
Journal:  BMJ       Date:  2019-09-30

Review 6.  Care challenges in older general hospital patients : Impact of cognitive impairment and other patient-related factors.

Authors:  Ingrid Hendlmeier; Horst Bickel; Johannes Baltasar Heßler-Kaufmann; Martina Schäufele
Journal:  Z Gerontol Geriatr       Date:  2019-10-18       Impact factor: 1.281

  6 in total

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