Use of neural networks to predict a potential osteoporotic metabolic condition based on the panoramic mandibular index

This study demonstrates that a neural network can be trained to effectively classify PMI values in panoramic radiographs, providing an easy applicable and noninvasive method to identify patients at risk of osteoporosis.

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Publication Details

Journal
Oral Surgery Oral Medicine Oral Pathology and Oral Radiology
Published
2025-10-09
DOI
https://doi.org/10.1016/j.oooo.2025.09.022
Primary Topic
Dental Radiography and Imaging
Type
article
Field-Weighted Citation Impact
0.00
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article

Use of neural networks to predict a potential osteoporotic metabolic condition based on the panoramic mandibular index

Ralf Schulze, Philip Roebers
Oral Surgery Oral Medicine Oral Pathology and Oral Radiology
Dental Radiography and Imaging
article

Use of neural networks to predict a potential osteoporotic metabolic condition based on the panoramic mandibular index

Ralf Schulze, Philip Roebers
article en

Abstract

This study demonstrates that a neural network can be trained to effectively classify PMI values in panoramic radiographs, providing an easy applicable and noninvasive method to identify patients at risk of osteoporosis.

Oral Surgery Oral Medicine Oral Pathology and Oral RadiologyVol. 141(2)
University of Bern (CH), Bern University of Applied Sciences (CH)
Openalex Percentile: Top 61%
Dental Radiography and Imaging
DOIOpen Access PDFOpenAlex
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Use of neural networks to predict a potential osteoporotic metabolic condition based on the panoramic mandibular index — Ralf Schulze, Philip Roebers · Oral Surgery Oral Medicine Oral Pathology and Oral Radiology (2025) | TGRS Research Map | TGRS