Evidence map›Paper›PMID 41217261›Full record

ArticleJournal of medical Internet research2025

Digital Health Technologies for Screening and Identifying Unmet Social Needs: Scoping Review.

Emre Sezgin, Daniel I Jackson, Samantha Boch, Mattina Davenport, Micah Skeens, Millie Dolce, Bianca Frankin, Lisa K Militello, Elizabeth Lyman, Kelly Kelleher

Abstract readScoping Review
In one paragraph

Article in Journal of medical Internet research, 2025. 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. 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

10 authors.

Emre Sezgin *The Abigail Wexner Research Institute, Nationwide Children's Hospital, 700 Children's Dr, Columbus, OH, 43205, United States, 1 6147223179.ORCID http://orcid.org/0000-0001-8798-9605
Daniel I Jackson *The Abigail Wexner Research Institute, Nationwide Children's Hospital, 700 Children's Dr, Columbus, OH, 43205, United States, 1 6147223179.ORCID http://orcid.org/0009-0009-4751-1063
Samantha BochCollege of Nursing, University of Cincinnati, Cincinnati, OH, United States.ORCID http://orcid.org/0000-0003-1757-1662
Mattina DavenportThe Abigail Wexner Research Institute, Nationwide Children's Hospital, 700 Children's Dr, Columbus, OH, 43205, United States, 1 6147223179.ORCID http://orcid.org/0000-0002-5098-105X
Micah SkeensThe Abigail Wexner Research Institute, Nationwide Children's Hospital, 700 Children's Dr, Columbus, OH, 43205, United States, 1 6147223179.ORCID http://orcid.org/0000-0001-6786-8128
Millie DolceThe Abigail Wexner Research Institute, Nationwide Children's Hospital, 700 Children's Dr, Columbus, OH, 43205, United States, 1 6147223179.ORCID http://orcid.org/0000-0003-0122-8296
Bianca FrankinThe Abigail Wexner Research Institute, Nationwide Children's Hospital, 700 Children's Dr, Columbus, OH, 43205, United States, 1 6147223179.ORCID http://orcid.org/0009-0002-0241-8008
Lisa K MilitelloCollege of Nursing, The Ohio State University, Columbus, OH, United States.ORCID http://orcid.org/0000-0001-7827-1466
Elizabeth LymanGrant Morrow III MD Medical Library, Nationwide Children's Hospital, Columbus, OH, United States.ORCID http://orcid.org/0000-0002-3363-0506
Kelly KelleherThe Abigail Wexner Research Institute, Nationwide Children's Hospital, 700 Children's Dr, Columbus, OH, 43205, United States, 1 6147223179.ORCID http://orcid.org/0000-0002-4420-8044

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Social determinants of health strongly influence clinical outcomes. Social needs are the individual-level, actionable facets of the broader social determinants of health framework, including food security, stable housing, and access to essential services. When these needs go unmet, they adversely affect well-being and quality of care. Systematically detecting social needs is therefore critical, and emerging digital tools now offer efficient, scalable approaches for screening and identification. Objective: This scoping review aimed to examine the use of digital health technology (DHT) or DHT-based interventions documented for screening and identifying unmet social needs in populations with high needs. We explore trends, effects, challenges, and limitations associated with these technologies. Methods: Following PRISMA-ScR (Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews) guidelines, we searched databases including MEDLINE, Embase, Scopus, ACM Digital Library, and Web of Science for studies published from 2010 to 2025. Eligible studies used technology to screen for and identify unmet social needs in populations with health and socioeconomic challenges. Data extraction focused on the types of technology, screening processes, and social needs identified. Results: Our findings highlight a limited yet evolving landscape of technological applications. We identified 14 studies using tools such as self-assessment surveys, tablet-based systems, and electronic portals. These tools were applied across diverse groups, such as refugees and patients in emergency departments. Innovative approaches, such as chatbots and multidimensional risk appraisal systems for older adults, showed potential. However, challenges included single-site studies, small samples, and integration issues with medical records. The effectiveness of these tools in screening for unmet social needs shows mixed outcomes. Conclusions: DHTs play a pivotal role in improving the identification of unmet social needs. The findings underscore the need for broader, more integrated research to fully understand the impact of technology-based assessments and screening processes for social needs. Future efforts should focus on facilitated screening using technology both within and outside of the visit, ensuring the linkage to appropriate resources and care.

Indexed as

Digital TechnologyHealth Services Needs and DemandMass ScreeningNeeds AssessmentSocial Determinants of HealthDigital HealthHumansdigital healthhealth equityliterature reviewpublic health informaticssocial determinants of healthunmet social needs

Identifiers

PMID41217261
PMCPMC12604432

What Socratic holds

Textmetadata
LicenceCC BY
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 Socratic graph.