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Record W4407852525 · doi:10.1016/j.ijosm.2025.100755

Leadership and capacity building in international osteopathic research: Introducing Strengthening osteopathy leadership and research (SOLAR) program

2025· article· en· W4407852525 on OpenAlexaff
Cindy McIntyre, Gopi Anne McLeod, Ana Paula Antunes Ferreira, Francesco Cerritelli, Jerry Draper‐Rodi, Jack Feehan, Michael Fleischmann, Kesava Kovanur Sampath, Chantal Morin, Lee Muddle, Niklas Sinderholm Sposato, Oliver P. Thomson, Loïc Treffel, Nicholas Tripodi, Brett Vaughan, Amie Steel, Jon Adams

Bibliographic record

VenueInternational journal of osteopathic medicine · 2025
Typearticle
Languageen
FieldMedicine
TopicHealth and Medical Research Impacts
Canadian institutionsUniversité de Sherbrooke
FundersAustralian Research CouncilOsteopathy Australia
KeywordsOsteopathyMedicineOsteopathic medicine in the United StatesCapacity buildingMedical educationAlternative medicinePathologyPolitical science

Abstract

fetched live from OpenAlex

Research evidence has become the foundation of modern health services. Health professionals rely on sound research to provide safe and effective care for patients, for the development of innovative diagnostic and treatment practices and to develop policies supporting the provision of optimal healthcare. Osteopathy is an established profession with an emerging research evidence base. The Strengthening Osteopathic Leadership and Research (SOLAR) program is a recent international initiative aiming to further build the evidence base and research capacity of the osteopathy profession. The program was developed by The Australian Research Consortium in Complementary and Integrative Medicine (ARCCIM) at the University of Technology Sydney (Sydney, Australia) and funded primarily by Osteopathy Australia, with the support from the Osteopathic Foundation (UK), Osteopaths New Zealand (NZ), Unité Pour l’Ostéopathie (France), and Svenska Osteopatförbundet (Sweden). This paper describes the origins, objectives and features of the SOLAR program and outlines the importance of the program for future research and practice in the osteopathy profession. From its beginnings in 2022, to date, the SOLAR program has been highly successful, producing a substantial collection of concrete research and presentations, while enhancing the Fellows' capacity and confidence as leaders, both in osteopathy and the broader healthcare environment.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.043
metaresearch head score (Gemma)0.164
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Research integrity
Consensus categoriesMetaresearch
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.850
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0430.164
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0050.001
Science and technology studies0.0000.002
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.006
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.446
GPT teacher head0.513
Teacher spread0.068 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designOther design
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations2
Published2025
Admission routes1
Has abstractyes

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