Machine-learning for osteoarthritis research.

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

6 citing papers in PubMed.

1. An MRI-based radiomics framework for early identification and progression stratification in knee osteoarthritis: data from the osteoarthritis initiative.BMC musculoskeletal disorders · 2025
   Article
2. A Surgeon's Guide to Understanding Artificial Intelligence and Machine Learning Studies in Orthopaedic Surgery.Current reviews in musculoskeletal medicine · 2022
   Review
3. A Comprehensive Survey on Bone Segmentation Techniques in Knee Osteoarthritis Research: From Conventional Methods to Deep Learning.Diagnostics (Basel, Switzerland) · 2022
   Review
4. Mesenchymal Stem Cell-Derived Exosomes and MicroRNAs in Cartilage Regeneration: Biogenesis, Efficacy, miRNA Enrichment and Delivery.Pharmaceuticals (Basel, Switzerland) · 2021
   Review
5. Machine learning in knee osteoarthritis: A review.Osteoarthritis and cartilage open · 2020
   Review
6. Knee osteoarthritis: key treatments and implications for physical therapy.Brazilian journal of physical therapy
   Review

Corrections and comments

• Comment on
  A machine learning approach to knee osteoarthritis phenotyping: data from the FNIH Biomarkers Consortium.2019

Authors and funding

2 authors.

Funding

No grant is acknowledged in the PubMed record.

Abstract

PubMed holds no abstract for this paper.

Indexed as