ArticleFrontiers in bioengineering and biotechnology2023
An approach to the diagnosis of lumbar disc herniation using deep learning models.
Article in Frontiers in bioengineering and biotechnology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 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
14 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Continuity of care in lumbar disc herniation: a systematic review and meta-analysis providing a deeper look into postoperative efficacy.Frontiers in medicine · 2025Pooled it
- Effects of suspension exercise training in the treatment of lumbar disk herniation: a systematic review and meta-analysis.Frontiers in neurology · 2024Pooled it
- 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
- Automatic detection, classification, and segmentation of sagittal MR images for diagnosing prolapsed lumbar intervertebral disc.Scientific reports · 2025Article
- Deep learning-based automated tongue analysis system for assisted Chinese medicine diagnosis.Frontiers in physiology · 2025Article
- Intervertebral disc anomaly intelligent classification system based on deep learning, IDAICS.Frontiers in radiology · 2025Article
- Enhancing LDD diagnosis with YOLOv9-AID: simultaneous detection of pfirrmann grading, disc herniation, HIZ, and Schmorl's nodules.Frontiers in bioengineering and biotechnology · 2025Article
- Enhanced Disc Herniation Classification Using Grey Wolf Optimization Based on Hybrid Feature Extraction and Deep Learning Methods.Tomography (Ann Arbor, Mich.) · 2024Article
- Auto-Rad: End-to-End Report Generation from Lumber Spine MRI Using Vision-Language Model.Journal of clinical medicine · 2024Article
- Exploring deep learning strategies for intervertebral disc herniation detection on veterinary MRI.Scientific reports · 2024Article
- Development of a predictive model for 1-year postoperative recovery in patients with lumbar disk herniation based on deep learning and machine learning.Frontiers in neurology · 2024Article
- Compare three deep learning-based artificial intelligence models for classification of calcified lumbar disc herniation: a multicenter diagnostic study.Frontiers in surgery · 2024Article
- Review
Corrections and comments
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Authors and funding
10 authors.
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.