Evidence map›Paper›PMID 31166761›Full record

ReviewAJR. American journal of roentgenology2019

Artificial Intelligence in Musculoskeletal Imaging: Current Status and Future Directions.

Soterios Gyftopoulos, Dana Lin, Florian Knoll, Ankur M Doshi, Tatiane Cantarelli Rodrigues, Michael P Recht

Abstract readReview
In one paragraph

Review in AJR. American journal of roentgenology, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 71 papers, 3 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
71citing papers in PubMed, 3 pooled it
–field-weighted citation impact
1 · What the graph read from 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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

71 citing papers in PubMed, 3 syntheses or guidelines pooled it.

  1. Pooled it
  2. Pooled it
  3. Best Practices: Hip Femoroacetabular Impingement.AJR. American journal of roentgenology · 2021
    Pooled it
  4. Trial
  5. Accuracy of Key Sonographic Markers for Juxta-Articular Fractures: A Prospective Study Using Explainable Machine Learning.Journal of ultrasound in medicine : official journal of the American Institute of Ultrasound in Medicine · 2026
    Article
  6. Article
  7. Article
  8. Article
  9. Article
  10. Article
  11. Review
  12. Artificial Intelligence Applications in Musculoskeletal Imaging.Current reviews in musculoskeletal medicine · 2025
    Review
  13. Article
  14. Review
  15. Review
  16. Review
  17. Review
  18. Artificial intelligence in musculoskeletal applications: a primer for radiologists.Diagnostic and interventional radiology (Ankara, Turkey) · 2025
    Review
  19. [Artificial intelligence in arthroplasty].Orthopadie (Heidelberg, Germany) · 2025
    Review
  20. Review

11 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Soterios GyftopoulosDepartment of Radiology, NYU Langone Health, 660 First Ave, New York, NY 10016.
Dana LinDepartment of Radiology, NYU Langone Health, 660 First Ave, New York, NY 10016.
Florian KnollDepartment of Radiology, NYU Langone Health, 660 First Ave, New York, NY 10016.
Ankur M DoshiDepartment of Radiology, NYU Langone Health, 660 First Ave, New York, NY 10016.
Tatiane Cantarelli RodriguesDepartment of Radiology, NYU Langone Health, 660 First Ave, New York, NY 10016.
Michael P RechtDepartment of Radiology, NYU Langone Health, 660 First Ave, New York, NY 10016.

Funding

TR&D 4: Revealing Microstructure: Biophysical modeling and validation for discovery and clinical careP41EB017183 · NIBIB · NEW YORK UNIVERSITY SCHOOL OF MEDICINE · PI Hersh Chandarana · 2014 to 2026
$19.3M
Learning an Optimized Variational Network for Medical Image ReconstructionR01EB024532 · NIBIB · NEW YORK UNIVERSITY SCHOOL OF MEDICINE · PI JOHNSON, PATRICIA MARGARET, KNOLL, FLORIAN · 2018 to 2021
$1.8M
NIBIB NIH HHS P41 EB017183NIBIB NIH HHS R01 EB024532
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Artificial IntelligenceForecastingHumansMusculoskeletal Diseasesartificial intelligencedeep learningfast MRImachine learningMRImusculoskeletal imaging

Identifiers

PMID31166761
PMCPMC6706287

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

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.