Literature DB >> 29968651

Machine Learning to Identify Behavioral Determinants of Oral Health in Inner City Older Hispanic Adults.

Sunmoo Yoon1, Thomas Choi2, Michelle Odlum1, Dennis A Mitchell2, Ian M Kronish3, Karina W Davidson3, Joseph Finkelstein2.   

Abstract

We applied machine learning techniques to a community-based behavioral dataset to build prediction models to gain insights about minority dental health and population aging as the foundation for future interventions for urban Hispanics. Our application of machine learning techniques identified emotional and systemic factors such as chronic stress and health literacy as the strongest predictors of self-reported dental health among hundreds of possible variables. Application of machine learning algorithms was useful to build prediction models to gain insights about dental health and minority population aging.

Entities:  

Keywords:  Dental health; Hispanics; deep learning; population aging

Mesh:

Year:  2018        PMID: 29968651      PMCID: PMC6211787     

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


  5 in total

1.  Ethnic disparities in self-reported oral health status and access to care among older adults in NYC.

Authors:  Donna Shelley; Stefanie Russell; Nina S Parikh; Marianne Fahs
Journal:  J Urban Health       Date:  2011-08       Impact factor: 3.671

2.  Big Data and Machine Learning in Health Care.

Authors:  Andrew L Beam; Isaac S Kohane
Journal:  JAMA       Date:  2018-04-03       Impact factor: 56.272

3.  A Data Mining Approach for Examining Predictors of Physical Activity Among Urban Older Adults.

Authors:  Sunmoo Yoon; Niurka Suero-Tejeda; Suzanne Bakken
Journal:  J Gerontol Nurs       Date:  2015-05-07       Impact factor: 1.254

4.  Racial and ethnic disparities in utilization of dental services among children in Iowa: the Latino experience.

Authors:  Alejandra Valencia; Peter Damiano; Fang Qian; John J Warren; Karin Weber-Gasparoni; Michael Jones
Journal:  Am J Public Health       Date:  2012-06-14       Impact factor: 9.308

5.  Reducing oral health disparities: a focus on social and cultural determinants.

Authors:  Donald L Patrick; Rosanna Shuk Yin Lee; Michele Nucci; David Grembowski; Carol Zane Jolles; Peter Milgrom
Journal:  BMC Oral Health       Date:  2006-06-15       Impact factor: 2.757

  5 in total
  1 in total

Review 1.  Using big data to promote precision oral health in the context of a learning healthcare system.

Authors:  Joseph Finkelstein; Frederick Zhang; Seth A Levitin; David Cappelli
Journal:  J Public Health Dent       Date:  2020-01-06       Impact factor: 1.821

  1 in total

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