ReviewDiagnostics (Basel, Switzerland)2026
Beyond SINS: A Critical Review of Biomechanical, Microstructural, and Radiomic Biomarkers for Predicting Fracture Risk in Spinal Metastases.
An Sen Tan, Calvin Kai En Tjio, Jonathan Jiong Hao Tan, Naresh Kumar, Wilson Ong, Shuliang Ge, Yi Liang Tan, Eric Fang, Balamurugan A Vellayappan, James Thomas Patrick Decourcy Hallinan
Abstract readReview
In one paragraphReview in Diagnostics (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
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 registryThe 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 literatureWho cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
4 · The recordCorrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
5 · Who and what moneyAuthors and funding
10 authors.
An Sen TanDepartment of Diagnostic Imaging, National University Hospital, 5 Lower Kent Ridge Rd, Singapore 119074, Singapore.ORCID 0000-0002-4503-3725 Calvin Kai En TjioDepartment of Diagnostic Imaging, National University Hospital, 5 Lower Kent Ridge Rd, Singapore 119074, Singapore.ORCID 0000-0003-2031-4106 Jonathan Jiong Hao TanNational University Spine Institute, Department of Orthopaedic Surgery, National University Hospital, 1E Lower Kent Ridge Road, Singapore 119228, Singapore.
Naresh KumarNational University Spine Institute, Department of Orthopaedic Surgery, National University Hospital, 1E Lower Kent Ridge Road, Singapore 119228, Singapore.ORCID 0000-0003-4538-5031 Wilson OngDepartment of Diagnostic Imaging, National University Hospital, 5 Lower Kent Ridge Rd, Singapore 119074, Singapore.ORCID 0000-0003-0262-3802 Shuliang GeDepartment of Diagnostic Imaging, National University Hospital, 5 Lower Kent Ridge Rd, Singapore 119074, Singapore.ORCID 0000-0002-4928-1195 Yi Liang TanDepartment of Diagnostic Imaging, National University Hospital, 5 Lower Kent Ridge Rd, Singapore 119074, Singapore.ORCID 0000-0002-1544-1250 Eric FangDepartment of Diagnostic Imaging, National University Hospital, 5 Lower Kent Ridge Rd, Singapore 119074, Singapore.ORCID 0000-0002-7986-3495 Balamurugan A VellayappanDepartment of Radiation Oncology, National University Hospital, 5 Lower Kent Ridge Rd, Singapore 119074, Singapore.
James Thomas Patrick Decourcy HallinanDepartment of Diagnostic Imaging, National University Hospital, 5 Lower Kent Ridge Rd, Singapore 119074, Singapore.ORCID 0000-0002-0082-9033 Funding
Ministry of Health MOH-001924, CIAINV25jan-0005
6 · The paper itselfAbstract
PubMed holds no abstract for this paper.
Indexed as
biomechanical modellingmachine learningpathologic fractureradiation therapyradiomicsspinal instability neoplastic scorespinal metastasesspinal stability
Identifiers
PMID42351495
PMCPMC13298355
What OpenQuestion holds
Textmetadata
LicenceCC BY
Read underepoch 390