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Using Natural Language Processing on Expert Panel Discussions to Gain Insights for Recruitment, Retention and Intervention Adherence for Online Social Support Interventions on a Stage II-III Clinical Trial Among Hispanic and African American Dementia Caregivers.
Odlum, Michelle; Moon, Soyoung; Broadwell, Peter; Huang, Niya; Sun, Frederick; Tipani, Dante; Davis, Nicole; Kim, Milea; Yoon, Sunmoo.
Affiliation
  • Odlum M; School of Nursing, Columbia University Medical Center, New York, NY, USA.
  • Moon S; General Medicine, Department of Medicine, Columbia University, New York, USA.
  • Broadwell P; Center for Interdisciplinary Digital Research, Stanford University, Stanford, CA, USA.
  • Huang N; University of California in San Francisco, San Francisco, CA, USA.
  • Sun F; Department of Rehabilitation Medicine, Columbia University, NewYork, NY, USA.
  • Tipani D; CaringKind, New York, NY, USA.
  • Davis N; School of Nursing, Clemson University, Clemson, SC, USA.
  • Kim M; NewYork-Presbyterian Hospital, New York, NY, USA.
  • Yoon S; General Medicine, Department of Medicine, Columbia University, New York, USA.
Stud Health Technol Inform ; 316: 305-309, 2024 Aug 22.
Article in En | MEDLINE | ID: mdl-39176734
ABSTRACT
We applied natural language processing (NLP) to a corpus extracted from 4 hours of expert panel discussion transcripts to determine the sustainability of a Stage II-III clinical trial of online social support interventions for Hispanic and African American dementia caregivers. Prominent topics included Technology/hard to reach populations, Training younger populations, Building trust, Privacy and security issues, Simplification of screening questions and recruitment procedures, Understanding participants' needs, Planning strategies and logistics, Potential recruitment places, Adjusting intervention size downwards to engage elderly participants, Targeting different generations, Internet-based interventions by age range, and Providing step-by-step instructions and an overview of the entire research process during recruitment. The application of NLP to qualitative data on a dementia caregiving clinical trial provides useful insights for recruitment, retention, and adherence to guidelines for such interventions serving Hispanic and African American dementia caregivers.
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Key words

Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Social Support / Black or African American / Natural Language Processing / Hispanic or Latino / Caregivers / Patient Selection / Dementia Limits: Aged / Humans Language: En Journal: Stud Health Technol Inform Journal subject: INFORMATICA MEDICA / PESQUISA EM SERVICOS DE SAUDE Year: 2024 Document type: Article Affiliation country:

Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Social Support / Black or African American / Natural Language Processing / Hispanic or Latino / Caregivers / Patient Selection / Dementia Limits: Aged / Humans Language: En Journal: Stud Health Technol Inform Journal subject: INFORMATICA MEDICA / PESQUISA EM SERVICOS DE SAUDE Year: 2024 Document type: Article Affiliation country: