Evidence map›Paper›PMID 41008682›Full record

ArticleDiagnostics (Basel, Switzerland)2025

Computed Tomography Radiomics and Machine Learning for Prediction of Histology-Based Hepatic Steatosis Scores.

Winston T Chu, Hui Wang, Marcelo A Castro, Venkatesh Mani, C Paul Morris, Thomas C Friedrich, David H O'Connor, Courtney L Finch, Ji Hyun Lee, Philip J Sayre and 6 more

Abstract read
In one paragraph

Article in Diagnostics (Basel, Switzerland), 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. Review
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

16 authors.

Winston T ChuIntegrated Research Facility at Fort Detrick, Division of Clinical Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, B-8200 Research Plaza, Frederick, MD 21702, USA.ORCID 0000-0001-7818-9139
Hui WangIntegrated Research Facility at Fort Detrick, Division of Clinical Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, B-8200 Research Plaza, Frederick, MD 21702, USA.ORCID 0000-0002-2346-8621
Marcelo A CastroIntegrated Research Facility at Fort Detrick, Division of Clinical Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, B-8200 Research Plaza, Frederick, MD 21702, USA.ORCID 0000-0003-3450-0989
Venkatesh ManiIntegrated Research Facility at Fort Detrick, Division of Clinical Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, B-8200 Research Plaza, Frederick, MD 21702, USA.ORCID 0000-0002-0432-2918
C Paul MorrisIntegrated Research Facility at Fort Detrick, Division of Clinical Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, B-8200 Research Plaza, Frederick, MD 21702, USA.ORCID 0000-0002-6403-5048
Thomas C FriedrichDepartment of Pathobiological Sciences, School of Veterinary Medicine, University of Wisconsin-Madison, 2015 Linden Drive, Madison, WI 23706, USA.ORCID 0000-0001-9831-6895
David H O'ConnorDepartment of Pathology and Laboratory Medicine, University of Wisconsin-Madison, 1685 Highland Avenue, Madison, WI 53705, USA.ORCID 0000-0003-2139-470X
Courtney L FinchIntegrated Research Facility at Fort Detrick, Division of Clinical Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, B-8200 Research Plaza, Frederick, MD 21702, USA.ORCID 0000-0002-3674-3282
Ji Hyun LeeIntegrated Research Facility at Fort Detrick, Division of Clinical Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, B-8200 Research Plaza, Frederick, MD 21702, USA.ORCID 0000-0003-0450-2879
Philip J SayreIntegrated Research Facility at Fort Detrick, Division of Clinical Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, B-8200 Research Plaza, Frederick, MD 21702, USA.
Gabriella WorwaIntegrated Research Facility at Fort Detrick, Division of Clinical Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, B-8200 Research Plaza, Frederick, MD 21702, USA.ORCID 0000-0001-7485-2204
Anya CraneIntegrated Research Facility at Fort Detrick, Division of Clinical Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, B-8200 Research Plaza, Frederick, MD 21702, USA.ORCID 0000-0002-2060-2469
Jens H KuhnIntegrated Research Facility at Fort Detrick, Division of Clinical Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, B-8200 Research Plaza, Frederick, MD 21702, USA.ORCID 0000-0002-7800-6045
Ian CrozierClinical Monitoring Research Program Directorate, Frederick National Laboratory for Cancer Research, 5705 Industry Lane, Frederick, MD 21704, USA.ORCID 0000-0003-2485-4011
Jeffrey SolomonClinical Monitoring Research Program Directorate, Frederick National Laboratory for Cancer Research, 5705 Industry Lane, Frederick, MD 21704, USA.ORCID 0000-0003-2711-1977
Claudia CalcagnoIntegrated Research Facility at Fort Detrick, Division of Clinical Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, B-8200 Research Plaza, Frederick, MD 21702, USA.ORCID 0000-0002-4325-8728

Funding

WNPRC Supplemental Request for Nonhuman Primate Enclosures to Equip HIV/AIDS-Related Research FacilitiesP51OD011106 · OD · UNIVERSITY OF WISCONSIN-MADISON · PI Dorota A. Grejner-Brzezinska · 2012 to 2026
$150.7M
STRONG HEART STUDY (SHS): OUHSC COORDINATING CENTER - TASK AREA B (B.1 AND B.3)75N92019D00027 · NHLBI · UNIVERSITY OF OKLAHOMA HLTH SCIENCES CTR · PI ZHANG, YING · 2019 to 2025
$15.5M
Zika virus pathophysiology during pregnancyP01AI132132 · NIAID · UNIVERSITY OF WISCONSIN-MADISON · PI O'CONNOR, DAVID H. · 2018 to 2022
$10.2M
Vendor Audit Support Through the Comprehensive and Rapid Response to NIAID Research Programs (CARRRP) Contract75N93021D00027 · NIAID · ICON GOVERNMENT AND PUBLIC HEALTH SOLUTIONS, INC. · PI WRIGHT, TED · 2024 to 2024
$9.1M
TRAF6 Nanoimmunotherapy to resolve plaque inflammationR01HL144072 · NHLBI · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI FAYAD, ZAHI A. · 2018 to 2021
$3.3M
National Heart Lung and Blood Institute R01HL144072National Institute of Allergy and Infectious Diseases 1P01AI132132, HHSN272201800013C, 75N93019D00027, 75N910D00024,NHLBI NIH HHS 75N92019D00027NHLBI NIH HHS R01 HL144072NIAID NIH HHS 75N93021D00027NIAID NIH HHS P01 AI132132NIH HHS HHSN272201800013CNIH HHS P51 OD011106ORFDO NIH HHS 75N99019D00027
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

computed tomographyhepatic steatosismachine learningnonhuman primatesradiomics

Identifiers

PMID41008682
PMCPMC12468682

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.