Evidence map›Paper›PMID 39176734›Full record

ArticleStudies in health technology and informatics2024

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.

Michelle Odlum, Soyoung Moon, Peter Broadwell, Niya Huang, Frederick Sun, Dante Tipani, Nicole Davis, Milea Kim, Sunmoo Yoon

Abstract read
In one paragraph

Article in Studies in health technology and informatics, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Exploring Natural Language Processing through an Exemplar Using YouTube.International journal of environmental research and public health · 2024
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Michelle OdlumSchool of Nursing, Columbia University Medical Center, New York, NY, USA.
Soyoung MoonGeneral Medicine, Department of Medicine, Columbia University, New York, USA.
Peter BroadwellCenter for Interdisciplinary Digital Research, Stanford University, Stanford, CA, USA.
Niya HuangUniversity of California in San Francisco, San Francisco, CA, USA.
Frederick SunDepartment of Rehabilitation Medicine, Columbia University, NewYork, NY, USA.
Dante TipaniCaringKind, New York, NY, USA.
Nicole DavisSchool of Nursing, Clemson University, Clemson, SC, USA.
Milea KimNewYork-Presbyterian Hospital, New York, NY, USA.
Sunmoo YoonGeneral Medicine, Department of Medicine, Columbia University, New York, USA.

Funding

Using Twitter to Enhance the Social Support of Hispanic and Black Dementia Caregivers (Tweet-SS)R01AG060929 · NIA · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI YOON, SUNMOO · 2019 to 2023
$3.0M
NIA NIH HHS R01 AG060929
6 · The paper itself

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.

Indexed as

Black or African AmericanCaregiversDementiaHispanic or LatinoNatural Language ProcessingPatient SelectionSocial SupportAgedHumansInternetdementia caregivinghealth disparitynatural language processingTwitter

Identifiers

PMID39176734
PMCPMC11346578

What OpenQuestion holds

Textmetadata
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Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.