Evidence map›Paper›PMID 40917467›Full record

ArticleBone reports2025

Prediction of biomechanical properties of ex vivo human femoral cortical bone using Raman spectroscopy and machine learning algorithms.

Mustafa Unal, Ramazan Unlu, Sasidhar Uppuganti, Jeffry S Nyman

Abstract read
In one paragraph

Article in Bone reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

4 authors.

Mustafa UnalDepartment of Orthopedic Surgery, Harvard Medical School, Boston, MA 02015, USA.
Ramazan UnluDepartment of Industrial Engineering, Abdullah Gul University, Kayseri, Turkiye.
Sasidhar UppugantiDepartment of Orthopaedic Surgery, Vanderbilt University Medical Center, 1215 21st Ave. S., Suite 4200, Nashville, TN 37232, USA.
Jeffry S NymanDepartment of Orthopaedic Surgery, Vanderbilt University Medical Center, 1215 21st Ave. S., Suite 4200, Nashville, TN 37232, USA.

Funding

The Roles of Collagen and Water in the Fracture Resistance of BoneR01AR063157 · NIAMS · VANDERBILT UNIVERSITY MEDICAL CENTER · PI NYMAN, JEFFRY STEPHEN · 2012 to 2025
$3.9M
BLRD VA IK6 BX007117NIAMS NIH HHS R01 AR063157
6 · The paper itself

Abstract

This study applied Raman spectroscopy (RS) to ex vivo human cadaveric femoral mid-diaphysis cortical bone specimens (

Indexed as

Artificial intelligenceBoneBone mechanicsBone researchFracture toughnessMachine learningRaman spectroscopy

Identifiers

PMID40917467
PMCPMC12410413

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
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.