Machine learning predictive model based on the corneal biomechanics of clinical data

The optimized SVM model provides a reliable, data-driven approach for individualized ectasia-risk assessment in refractive surgery. By combining biomechanical and tomographic features, it enables early identification of high-risk patients and supports personalized surgical planning and postoperative monitoring. Further multi-center and long-term validation is warranted to enhance generalizability and clinical implementation.

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Publication Details

Journal
Photodiagnosis and Photodynamic Therapy
Published
2025-10-18
DOI
https://doi.org/10.1016/j.pdpdt.2025.105262
Citations
2
Primary Topic
Medical Imaging and Analysis
Type
article
Field-Weighted Citation Impact
1.35
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article

Machine learning predictive model based on the corneal biomechanics of clinical data

Tianyu Shi
2 citations
Photodiagnosis and Photodynamic Therapy
Medical Imaging and Analysis
1.35
article

Machine learning predictive model based on the corneal biomechanics of clinical data

Tianyu Shi
article en
2 citations

Abstract

The optimized SVM model provides a reliable, data-driven approach for individualized ectasia-risk assessment in refractive surgery. By combining biomechanical and tomographic features, it enables early identification of high-risk patients and supports personalized surgical planning and postoperative monitoring. Further multi-center and long-term validation is warranted to enhance generalizability and clinical implementation.

Photodiagnosis and Photodynamic TherapyVol. 56
He Eye Hospital (CN)
Openalex Percentile: Top 17%
Medical Imaging and Analysis
1.35
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Machine learning predictive model based on the corneal biomechanics of clinical data — Tianyu Shi · Photodiagnosis and Photodynamic Therapy (2025) | TGRS Research Map | TGRS