MétaCan
Menu
Back to cohort
Record W4411327316 · doi:10.1007/s00198-025-07545-7

Patient education following vertebral fragility fracture: a scoping review

2025· review· en· W4411327316 on OpenAlexaboutno aff
Caitríona Cunningham, Padhraic Linehan, Fiona Kilkenny, Jane Duffy, Ellie Heatley, Diarmuid Stokes, Karen Barker, Katie Hogan

Bibliographic record

VenueOsteoporosis International · 2025
Typereview
Languageen
FieldMedicine
TopicSpinal Fractures and Fixation Techniques
Canadian institutionsnot available
FundersUniversity College Dublin
KeywordsMedicineRheumatologyFragilityFragility fractureOrthopedic surgeryOsteoporosisInternal medicinePhysical therapyFamily medicineSurgeryBone mineral

Abstract

fetched live from OpenAlex

Vertebral fragility fracture (VFF) incidence is rising with significant associated patient and health service burden. Patient education is core to effective VFF management and thus the focus of this robust literature review. Eight studies met review inclusion criteria with the limited evidence and inconsistent approach to education post VFF illustrated. PURPOSE: The incidence of vertebral fragility fracture is rising, associated with osteoporosis among an ageing global population. Most VFFs are managed conservatively with patient education, a core element of conservative management. This review aims to identify and synthesise the available literature regarding healthcare professional (HCP)-led patient education post VFF. METHODS: This review was registered on OSF [25] and conducted in accordance with the Joanna Briggs Institute methodology [21] for scoping reviews and guided by the Arksey and O'Malley Framework [22], using five key stages: (1) identifying the research question, (2) identifying relevant studies, (3) study selection, (4) charting the data and (5) charting, collecting and summarising the data. Six databases (Pubmed, ERIC, Embase, Cinahl, APA PsychINFO and Cochrane) were searched for papers published (in English) from January 2008 to November 2023, using a clearly defined search strategy. Predefined inclusion/exclusion criteria were used for screening papers using Covidence software [26] and a minimum of two independent reviewers. Data were extracted from full-text articles which met the inclusion criteria, with narrative synthesis of findings. Reporting of results adhered to the PRISMA-Scoping review checklist. RESULTS: Title and abstract screening was conducted for the 7177 retrieved studies. Of the 34 papers identified for full text review, 8 studies (from Canada, Norway, Sweden, China and the UK) met the scoping review inclusion criteria. These included four randomised controlled trials, one pilot RCT, one non RCT one retrospective analysis of data from patients with fragility fractures and one pre-post interventional study. Where specified in the papers, education providers were a mix of healthcare professionals (Physiotherapists, Nurses, Doctors, Dietitians, Occupational Therapists). Education was delivered in a variety of settings using verbal, written and visual communication media. The most common education topics were exercise, osteoporosis, nutrition and falls management. A diversity of outcome measures captured patient knowledge, quality of life, falls efficacy, physical function, balance and pain. CONCLUSION: Findings of this review demonstrate the limited evidence and an inconsistent approach to education post VFF in terms of education topics, mode of delivery and outcome measures. A range of HCP disciplines deliver education. Research is critically needed to inform the development and delivery of effective, evidence-based education interventions for VFF management.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.012
metaresearch head score (Gemma)0.054
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.012
Threshold uncertainty score0.064

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0120.054
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0050.004
Bibliometrics0.0120.015
Science and technology studies0.0010.001
Scholarly communication0.0040.003
Open science0.0020.002
Research integrity0.0030.002
Insufficient payload (model declined to judge)0.0070.001

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 head0.022
GPT teacher head0.399
Teacher spread0.377 · 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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designSystematic review
Domainnot available
GenreReview

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

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueOsteoporosis InternationalSame topicSpinal Fractures and Fixation TechniquesFrench-language works237,207