Evidence map›Paper›PMID 41878061›Full record

ArticleJBMR plus2026

Open and reproducible research in musculoskeletal imaging: why it matters and how to implement it with the guidelines of the Open and Reproducible Musculoskeletal Imaging Research (ORMIR) community.

Serena Bonaretti, Mojtaba Barzegari, Melissa Bevers, Steven Boyd, Andrew J Burghardt, Donnie Cameron, Francesco Chiumento, Gianluigi Crimi, Gerald Degenhart, Pholpat Durongbhan and 34 more

Abstract read
In one paragraph

Article in JBMR plus, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–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

3 citing papers in PubMed.

  1. Review
  2. Article
  3. Article
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

44 authors.

Serena BonarettiIndependent Researcher, Zurich, 8000, Switzerland.ORCID https://orcid.org/0000-0003-4264-1773
Mojtaba BarzegariDepartment of Chemical Engineering and Chemistry, Eindhoven University of Technology (TU/e), Eindhoven, 5612 AZ, The Netherlands.ORCID https://orcid.org/0000-0002-1456-0610
Melissa BeversDepartment of Internal Medicine, VieCuri Medical Center, Venlo, 5912 BL, The Netherlands.ORCID https://orcid.org/0000-0003-4036-2017
Steven BoydDepartment of Radiology, Cumming School of Medicine, University of Calgary, Calgary, AB T2N 2T8, Canada.ORCID https://orcid.org/0000-0002-2930-5997
Andrew J BurghardtDepartment of Radiology & Biomedical Imaging, University of California, San Francisco, San Francisco, CA 94143, United States.ORCID https://orcid.org/0000-0002-6343-4944
Donnie CameronDepartment of Medical Imaging, Radboud University Medical Center, Nijmegen, 6525 GA, The Netherlands.ORCID https://orcid.org/0000-0001-9841-6909
Francesco ChiumentoSchool of Electronic Engineering, Dublin City University (DCU), Dublin, D09 V209, Ireland.ORCID https://orcid.org/0009-0003-3371-021X
Gianluigi CrimiBioengineering and Computing Laboratory, IRCCS Istituto Ortopedico Rizzoli, Bologna, 40136, Italy.
Gerald DegenhartCore Facility MicroCT, University Clinic for Radiology, Medical University Innsbruck, Innsbruck, 6020, Austria.ORCID https://orcid.org/0000-0002-9961-1084
Pholpat DurongbhanDepartment of Biomedical Engineering, The University of Melbourne, Carlton, VIC 3053, Australia.ORCID https://orcid.org/0000-0002-5164-3482
Michelle Alejandra Espinosa HernandezDepartment of Biomedical Engineering, The University of Melbourne, Carlton, VIC 3053, Australia.ORCID https://orcid.org/0000-0002-8279-9842
Giulia FraterrigoBioengineering and Computing Laboratory, IRCCS Istituto Ortopedico Rizzoli, Bologna, 40136, Italy.ORCID https://orcid.org/0000-0003-4934-902X
Ali Ghasem-ZadehDepartments of Endocrinology and Medicine, Austin Health, The University of Melbourne, Heidelberg, VIC 3084, Australia.ORCID https://orcid.org/0000-0002-5284-9239
Lorenzo GrassiDepartment of Biomedical Engineering, Lund University, Lund, 223 63, Sweden.ORCID https://orcid.org/0000-0001-7824-9947
Jukka HirvasniemiDepartment of Radiology & Nuclear Medicine, Erasmus MC University Medical Center Rotterdam, Rotterdam, 3015 GD, The Netherlands.ORCID https://orcid.org/0000-0001-9278-4719
Seyedmahdi HosseinitabatabaeiDepartment of Bioengineering, Faculty of Engineering, McGill University, Montreal, QC H3A 0E9, Canada.ORCID https://orcid.org/0000-0002-5638-976X
Gianluca IoriCenter for Photon Science, Paul Scherrer Institute PSI, Villigen, 5232, Switzerland.ORCID https://orcid.org/0000-0001-8611-3281
Joeri KokDepartment of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, 5612 AZ, The Netherlands.ORCID https://orcid.org/0000-0002-4997-2885
Michael KuczynskiDepartment of Cell Biology and Anatomy, Cumming School of Medicine, University of Calgary, Calgary, AB T2N 2T8, Canada.ORCID https://orcid.org/0000-0001-5671-1205
YoungJun LeeWeldon School of Biomedical Engineering, Purdue University, West Lafayette, IN 47907, United States.ORCID https://orcid.org/0000-0003-2778-0608
Cecilia LiberatiDepartment of Mechanical Engineering, KU Leuven, Leuven, 3001, Belgium.ORCID https://orcid.org/0009-0009-7080-6185
Sarah ManskeDepartment of Radiology, Cumming School of Medicine, University of Calgary, Calgary, AB T2N 2T8, Canada.ORCID https://orcid.org/0000-0003-0888-9556
Matt McCormickFideus Labs, Durham, NC 27713, United States.ORCID https://orcid.org/0000-0001-9475-3756
Maria MonzonDepartment of Health Science and technology, ETH Zurich, Zurich, 8092, Switzerland.ORCID https://orcid.org/0000-0003-3152-0909
Martino PaniSchool of Electrical and Mechanical Engineering, University of Portsmouth, Portsmouth, PO1 3DJ, United Kingdom.
Simone PoncioniARTORG Center for Biomedical Engineering Research, University of Bern, Bern, 3008, Switzerland.ORCID https://orcid.org/0009-0006-2652-4613
Jilmen QuintiensDepartment of Mechanical Engineering, KU Leuven, Leuven, 3001, Belgium.ORCID https://orcid.org/0000-0003-2007-9329
Sabine RäuberDepartment of Biomedical Engineering, University of Basel, Basel, 4123, Switzerland.ORCID https://orcid.org/0009-0003-5852-1490
Paul RitscheDepartment of Sport, Exercise and Health, University of Basel, Basel, 4052, Switzerland.ORCID https://orcid.org/0000-0001-9446-7872
Alfonso Dario SantamariaBioengineering and Computing Laboratory, IRCCS Istituto Ortopedico Rizzoli, Bologna, 40136, Italy.
Francesco SantiniDepartment of Biomedical Engineering, University of Basel, Basel, 4123, Switzerland.ORCID https://orcid.org/0000-0001-6984-4816
Fabio SartoDepartment of Biomedical Sciences, University of Padova, Padova, 35131, Italy.ORCID https://orcid.org/0000-0001-8572-5147
Enrico SchileoBioengineering and Computing Laboratory, IRCCS Istituto Ortopedico Rizzoli, Bologna, 40136, Italy.
Vincent StadelmannDepartment of Research and Development, Schulthess Klinik, Zurich, 8008, Switzerland.ORCID https://orcid.org/0000-0002-8741-2184
Kathryn S StokDepartment of Biomedical Engineering, The University of Melbourne, Carlton, VIC 3053, Australia.ORCID https://orcid.org/0000-0002-0522-4180
Rachel SurowiecWeldon School of Biomedical Engineering, Purdue University, West Lafayette, IN 47907, United States.ORCID https://orcid.org/0000-0001-7614-4412
Fulvia TaddeiBioengineering and Computing Laboratory, IRCCS Istituto Ortopedico Rizzoli, Bologna, 40136, Italy.
Jared VicoryMedical Computing, Kitware, Inc., Carrboro, NC 27510, United States.
Matthias WalleMcCaig Institute for Bone and Joint Health, University of Calgary, Calgary, AB T2N 4Z6, Canada.ORCID https://orcid.org/0000-0003-3250-8143
Mariska WesselingDepartment of Orthopedics and Sports Medicine, Erasmus Medical Center, Rotterdam 3000 CA, The Netherlands.ORCID https://orcid.org/0000-0002-3347-2130
Danielle WhittierMcCaig Institute for Bone and Joint Health, University of Calgary, Calgary, AB T2N 4Z6, Canada.
Bettina WillieFaculty of Dental Medicine and Oral Health Sciences, McGill University and Shriners Hospital for Children-Canada, Montreal, QC H4A 0A9, Canada.ORCID https://orcid.org/0000-0003-2907-3580
Andy Kin On WongJoint Department of Medical Imaging; Schroeder Arthritis Institute, University Health Network, Toronto, ON M5G 2C4, Canada.ORCID https://orcid.org/0000-0001-8540-8854
Dženan ZukićMedical Computing, Kitware, Inc., Carrboro, NC 27510, United States.ORCID https://orcid.org/0000-0002-9546-9703

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The Open and Reproducible Musculoskeletal Imaging Research community is a scientific community dedicated to promoting openness and reproducibility in musculoskeletal imaging, image processing, and computational modeling. In this perspective paper, we outline the motivations for conducting transparent research and provide practical guidelines for implementing it. We start by defining open and reproducible research and describing the benefits and challenges of working transparently. Next, we redefine the outputs of a computational research study as-ideally-a combination of data, code, and a publication, recommend a folder and file structure that reflects these three study outcomes, and describe how to maintain and update such a structure during the study and at study publication. Finally, we emphasize that working in an open and reproducible manner is a learning process, and the best way to acquire the necessary competencies is simply to start.

Indexed as

computational narrativesdata sharingguidelineslicenseOpen researchopen-source codeORMIRreproducible research

Identifiers

PMID41878061
PMCPMC13007879

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.