ArticleFrontiers in bioengineering and biotechnology2021
Lumbar Disc Herniation Automatic Detection in Magnetic Resonance Imaging Based on Deep Learning.
Article in Frontiers in bioengineering and biotechnology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 37 papers, 2 of them syntheses that pooled 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.
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.
Who cites it
37 citing papers in PubMed, 2 syntheses or guidelines pooled it, 74 citations in OpenAlex.
- Are current machine learning applications comparable to radiologist classification of degenerate and herniated discs and Modic change? A systematic review and meta-analysis.European spine journal : official publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society · 2023Pooled it
- Artificial Intelligence and Computer Aided Diagnosis in Chronic Low Back Pain: A Systematic Review.International journal of environmental research and public health · 2022Pooled it
- Automated detection of lumbar disc herniation at L4-L5 and L5-S1 levels on sagittal MRI using a YOLO-based deep learning model.BMC musculoskeletal disorders · 2026Article
- Medical Spine Sagittal MRI Dataset for Segmentation and Foraminal Stenosis detection.Scientific data · 2026Article
- External validation of SpineNetv2 deep learning system for automated lumbar spine MRI analysis: A multi-pathology diagnostic agreement study.European spine journal : official publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society · 2026Article
- MRI grading of lumbar disc herniation based on AFFM-YOLOv8 system.Scientific reports · 2025Article
- Deep learning-based automatic detection and grading of disk herniation in lumbar magnetic resonance images.Scientific reports · 2025Article
- Quantification and classification of lumbar disc herniation on axial magnetic resonance images using deep learning models.La Radiologia medica · 2025Article
- The Application of Artificial Intelligence in Spine Surgery: A Scoping Review.Journal of the American Academy of Orthopaedic Surgeons. Global research & reviews · 2025Article
- Deep Learning Assisted Classification of T1ρ-MR Based Intervertebral Disc Degeneration Phases.Journal of magnetic resonance imaging : JMRI · 2025Article
- Policy Learning for Actively Labeled Sample Selection on Lumbar Semi-supervised Classification.Journal of imaging informatics in medicine · 2025Article
- Deep learning-based object detection algorithms in medical imaging: Systematic review.Heliyon · 2025Review
- Automated diagnosis and grading of lumbar intervertebral disc degeneration based on a modified YOLO framework.Frontiers in bioengineering and biotechnology · 2025Article
- Intervertebral disc anomaly intelligent classification system based on deep learning, IDAICS.Frontiers in radiology · 2025Article
- Artificial intelligence in musculoskeletal radiology: practical aspects and latest perspectives.BJR open · 2025Review
- Enhanced deep leaning model for detection and grading of lumbar disc herniation from MRI.Medical & biological engineering & computing · 2024Article
- Artificial intelligence in musculoskeletal imaging: realistic clinical applications in the next decade.Skeletal radiology · 2024Review
- Exploring deep learning strategies for intervertebral disc herniation detection on veterinary MRI.Scientific reports · 2024Article
- Artificial intelligence: a new cutting-edge tool in spine surgery.Asian spine journal · 2024Article
- Lumbar disc herniation: Epidemiology, clinical and radiologic diagnosis WFNS spine committee recommendations.World neurosurgery: X · 2024Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors at 6 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
PubMed holds no abstract for this paper.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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 OpenQuestion graph.