Evidence map›Paper›PMID 42588361›Full record

ArticleHealthcare (Basel, Switzerland)2026

Weak-Supervision Expectation-Maximization Framework for Identifying Decisional Vulnerability in Older Emergency Department Patients.

Devin Sandlin, Steve Arze, Jacob Lane, Ayan Bhakta, Jennifer A Walker, Anirudh Rayanki, Jenna R Williamson, Nathan Hoot, Hao Wang

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Healthcare (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Devin SandlinDepartment of Emergency Medicine, John Peter Smith Health Network, 1500 S. Main St., Fort Worth, TX 76104, USA.
Steve ArzeIntegrative Emergency Service, 4835 Lyndon B Johnson Fwy, Suite 900, Dallas, TX 75244, USA.
Jacob LaneDepartment of Emergency Medicine, John Peter Smith Health Network, 1500 S. Main St., Fort Worth, TX 76104, USA.
Ayan BhaktaData Science & Information Science, University of Illinois Urbana-Champaign, 601 East John St., Champaign, IL 61820, USA.
Jennifer A WalkerDepartment of Emergency Medicine, Baylor Scott and White All Saints Medical Center, 1400 8th Ave, Fort Worth, TX 76104, USA.ORCID 0009-0004-9712-5826
Anirudh RayankiNaresh K. Vashisht College of Medicine, Texas A&M University College of Medicine, 3500 Gaston Avenue, Dallas, TX 75246, USA.ORCID 0009-0009-8250-1346
Jenna R WilliamsonAnne Burnett Marion School of Medicine, Texas Christian University, 1100 W. Rosedale St., Fort Worth, TX 76104, USA.
Nathan HootDepartment of Emergency Medicine, John Peter Smith Health Network, 1500 S. Main St., Fort Worth, TX 76104, USA.ORCID 0000-0002-4566-8720
Hao WangDepartment of Emergency Medicine, John Peter Smith Health Network, 1500 S. Main St., Fort Worth, TX 76104, USA.ORCID 0000-0002-5105-0951

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

capacityemergency departmentgeriatricweak supervision

Identifiers

PMID42588361
PMCPMC13465668

What OpenQuestion holds

Textmetadata
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.