selected publications
- An Unsupervised Learning Approach for Multimodal Low Back Pain Stratification. Spine. 2025 Academic Article GET IT
- Uterine collagen deposition fluctuates throughout the estrous cycle and provides a scaffold for gland visualization via the SHG-casting method. iScience. 2025 Academic Article GET IT
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End-to-End Prediction of Knee Osteoarthritis Progression With Multimodal Transformers.
IEEE journal of biomedical and health informatics.
2025
Academic Article
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Times cited: 4 - Open Lumbar Spine Image Analysis: A 3D Slicer Extension for Segmentation, Grading, and Intervertebral Disc Height Index With Multi-Data Set Validation. Spine. 2025 Academic Article GET IT
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Robust Radiomic Signatures of Intervertebral Disc Degeneration From MRI.
Spine.
2025
Academic Article
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Times cited: 1 - Total radius BMD correlates with the hip and lumbar spine BMD among post-menopausal patients with fragility wrist fracture in a machine learning model. Archives of osteoporosis. 2025 Academic Article GET IT
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Kellgren-Lawrence grading of knee osteoarthritis using deep learning: Diagnostic performance with external dataset and comparison with four readers.
Osteoarthritis and cartilage open.
2025
Academic Article
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Times cited: 8 - Understanding metric-related pitfalls in image analysis validation. 2024 GET IT
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Clinical Super-Resolution Computed Tomography of Bone Microstructure: Application in Musculoskeletal and Dental Imaging.
Annals of biomedical engineering.
2024
Academic Article
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Times cited: 9 -
Metrics reloaded: recommendations for image analysis validation.
Nature methods.
2024
Review
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Times cited: 253 -
Understanding metric-related pitfalls in image analysis validation.
Nature methods.
2024
Review
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Times cited: 96 -
Clinically-Inspired Multi-Agent Transformers for Disease Trajectory Forecasting From Multimodal Data.
IEEE transactions on medical imaging.
2024
Academic Article
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Times cited: 19 -
Semiautomatic Assessment of Facet Tropism From Lumbar Spine MRI Using Deep Learning: A Northern Finland Birth Cohort Study.
Spine.
2023
Academic Article
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Times cited: 4 -
External Validation of SpineNet, an Open-Source Deep Learning Model for Grading Lumbar Disk Degeneration MRI Features, Using the Northern Finland Birth Cohort 1966.
Spine.
2022
Academic Article
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Times cited: 14 -
Predicting total knee arthroplasty from ultrasonography using machine learning.
Osteoarthritis and cartilage open.
2022
Academic Article
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Times cited: 10 -
Quantification of Upper Limb Movements in Patients with Hereditary or Idiopathic Ataxia.
Cerebellum (London, England).
2022
Academic Article
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Times cited: 5 -
The KNee OsteoArthritis Prediction (KNOAP2020) challenge: An image analysis challenge to predict incident symptomatic radiographic knee osteoarthritis from MRI and X-ray images.
Osteoarthritis and cartilage.
2022
Academic Article
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Times cited: 35 -
Outcome and Biomarker Supervised Deep Learning for Survival Prediction in Two Multicenter Breast Cancer Series.
Journal of pathology informatics.
2022
Academic Article
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Times cited: 11 -
Acoustic emissions and kinematic instability of the osteoarthritic knee joint: comparison with radiographic findings.
Scientific reports.
2021
Academic Article
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Times cited: 19 -
Deep learning-based segmentation of knee MRI for fully automatic subregional morphological assessment of cartilage tissues: Data from the Osteoarthritis Initiative.
Journal of orthopaedic research : official publication of the Orthopaedic Research Society.
2021
Academic Article
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Times cited: 46 -
Automated analysis of rabbit knee calcified cartilage morphology using micro-computed tomography and deep learning.
Journal of anatomy.
2021
Academic Article
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Times cited: 13 -
Critical evaluation of deep neural networks for wrist fracture detection.
Scientific reports.
2021
Academic Article
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Times cited: 67 -
Deep learning identifies morphological features in breast cancer predictive of cancer ERBB2 status and trastuzumab treatment efficacy.
Scientific reports.
2021
Academic Article
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Times cited: 55 -
Semixup: In- and Out-of-Manifold Regularization for Deep Semi-Supervised Knee Osteoarthritis Severity Grading From Plain Radiographs.
IEEE transactions on medical imaging.
2020
Academic Article
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Times cited: 46 -
Automatic Grading of Individual Knee Osteoarthritis Features in Plain Radiographs Using Deep Convolutional Neural Networks.
Diagnostics (Basel, Switzerland).
2020
Academic Article
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Times cited: 101 -
Automating three-dimensional osteoarthritis histopathological grading of human osteochondral tissue using machine learning on contrast-enhanced micro-computed tomography.
Osteoarthritis and cartilage.
2020
Academic Article
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Times cited: 15 -
Adaptive segmentation of knee radiographs for selecting the optimal ROI in texture analysis.
Osteoarthritis and cartilage.
2020
Academic Article
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Times cited: 29 -
Development of osteoarthritis in patients with degenerative meniscal tears treated with exercise therapy or surgery: a randomized controlled trial.
Osteoarthritis and cartilage.
2020
Academic Article
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Times cited: 34 -
Multimodal Machine Learning-based Knee Osteoarthritis Progression Prediction from Plain Radiographs and Clinical Data.
Scientific reports.
2019
Academic Article
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Times cited: 203 -
Gray Matter Age Prediction as a Biomarker for Risk of Dementia.
Proceedings of the National Academy of Sciences of the United States of America.
2019
Academic Article
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Times cited: 160 -
Detection of experimental cartilage damage with acoustic emissions technique: An in vitro equine study.
Equine veterinary journal.
2019
Academic Article
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Times cited: 3 -
Automatic Knee Osteoarthritis Diagnosis from Plain Radiographs: A Deep Learning-Based Approach.
Scientific reports.
2018
Academic Article
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Times cited: 510