Evidence map›Paper›PMID 41975681›Full record

ReviewDiagnostics (Basel, Switzerland)2026

Equity and Generalizability of Radiomics in Orbital Disease: Challenges for Ophthalmology, Otolaryngology, and Plastic Surgery.

Hana Abbas, Maria Abou Taka, Precious Ochuwa Imokhai, Satyam K Singh, Christine Gharib, Amaany Mohamed Mehad, Amanda Brooks

Abstract readReview
In one paragraph

Review in Diagnostics (Basel, Switzerland), 2026. 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

7 authors.

Hana AbbasSchool of Medicine, Meharry Medical College, Nashville, TN 37208, USA.ORCID 0000-0002-1516-0774
Maria Abou TakaDepartment of Medicine, Schulich School of Medicine and Dentistry, London, ON N6A 5C1, Canada.ORCID 0000-0002-7272-3916
Precious Ochuwa ImokhaiMontana College of Osteopathic Medicine, Rocky Vista University, Billings, MT 59106, USA.ORCID 0009-0008-1015-7526
Satyam K SinghCollege of Medicine, University of Illinois, Chicago, IL 60612, USA.ORCID 0009-0001-5449-8882
Christine GharibDepartment of Medicine, California University of Science & Medicine, Colton, CA 92324, USA.ORCID 0009-0001-8289-5180
Amaany Mohamed MehadCollege of Medicine, Gulf Medical University, Ajman P.O. Box 4184, United Arab Emirates.ORCID 0000-0002-2283-209X
Amanda BrooksDepartment of Research and Scholarly Activity, Rocky Vista University, Englewood, CO 80112, USA.ORCID 0000-0001-9785-5969

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

algorithmic biasdataset biasexternal validationfeature extractionhealth disparitiesmachine learningmedical imagingmulti-omicsorbital massesprecision medicineradiomicsstandardized protocolssurgical planningvoxel-level analysis

Identifiers

PMID41975681
PMCPMC13073726

What OpenQuestion 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 OpenQuestion graph.