Evidence map›Paper›PMID 40566118›Full record

ArticleJournal of clinical medicine2025

Automated Volumetric Assessment of Hounsfield Units Using a Deep-Reasoning and Learning Model: Correlations with DXA Metrics.

Hans K Nugraha, Vaida Goplin, Linjun Yang, Jonathan M Morris, Paul M Huddleston, Mimi C Sammarco, A Noelle Larson

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Journal of clinical medicine, 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

7 authors.

Hans K NugrahaDepartment of Orthopedic Surgery, Mayo Clinic, Rochester, MN 55905, USA.ORCID 0000-0001-7566-6980
Vaida GoplinDepartment of Orthopedic Surgery, Mayo Clinic, Rochester, MN 55905, USA.
Linjun YangOrthopedic Surgery Artificial Intelligence Laboratory, Mayo Clinic, Rochester, MN 55905, USA.ORCID 0000-0003-1430-3355
Jonathan M Morris3D Anatomic Modeling Laboratory, Department of Radiology, Mayo Clinic, Rochester, MN 55905, USA.
Paul M HuddlestonDepartment of Orthopedic Surgery, Mayo Clinic, Rochester, MN 55905, USA.ORCID 0000-0002-8665-3787
Mimi C SammarcoLimb and Musculoskeletal Regenerative Research Laboratory, Mayo Clinic, Rochester, MN 55905, USA.ORCID 0000-0001-9491-5735
A Noelle LarsonDepartment of Orthopedic Surgery, Mayo Clinic, Rochester, MN 55905, USA.ORCID 0000-0001-6542-6975

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligencebone healthbone mineral densityvolumetric Hounsfield unit

Identifiers

PMID40566118
PMCPMC12194463

What OpenQuestion holds

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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.