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Record W6939940301 · doi:10.6084/m9.figshare.c.7969447

Structural barriers and facilitators to accessing postsurgical rehabilitation in adults who were treated with surgery for low back pain: protocol for a scoping review

2025· other· en· W6939940301 on OpenAlexaff

Bibliographic record

VenueFigshare · 2025
Typeother
Languageen
FieldMedicine
TopicMusculoskeletal pain and rehabilitation
Canadian institutionsQueen's UniversityOntario Tech UniversityCanadian Memorial Chiropractic CollegeUniversity of TorontoWestern University
Fundersnot available
KeywordsRehabilitationSocioeconomic statusQualitative researchStigma (botany)Protocol (science)Social supportInternational Classification of Functioning, Disability and HealthSystematic review

Abstract

fetched live from OpenAlex

Abstract Background Low back pain (LBP) is a major contributor to disability and rehabilitation needs globally. A proportion of patients with LBP undergo surgery and require postsurgical rehabilitation to optimize functioning. However, many encounter barriers to accessing rehabilitation due to structurally generated inequities linked to socioeconomic position. Structural barriers to accessing rehabilitation intersect with diversity-related factors (e.g., gender, ethnicity) to perpetuate stigma and marginalization, leading to tremendous consequences. This literature needs to be reviewed to identify key themes and knowledge gaps focused on structural factors to accessing post-surgical rehabilitation. Our objectives are to conduct a scoping review of the literature to (1) systematically map the literature on the experiences with structural barriers and facilitators to accessing post-surgical rehabilitation of adults who were treated with surgery for LBP (including with or without radiculopathy, symptomatic spinal stenosis); (2) investigate whether these experiences differ when grouped by diversity-related factors (e.g., gender, ethnicity, geographic region). Methods We will conduct a scoping review of the literature based on Joanna Briggs Institute (JBI) scoping review guidance and report it according to PRISMA-Scoping Reviews. We will search multiple databases from inception to 2025 for qualitative research exploring experiences with structural barriers or facilitators to rehabilitation access after surgery among adults with LBP. Drawing upon the World Health Organization (WHO) Action on Social Determinants of Health framework, structural factors to accessing rehabilitation will include socioeconomic and political contexts; governance; macroeconomic, social and public policies; and cultural and societal values/norms. Paired reviewers will independently screen articles and extract data. Results will be summarized and grouped by type of LBP and rehabilitation, and by intersections with diversity-related factors (e.g., gender, age, ethnicity, disabilities, geographic region). Our interdisciplinary team will engage with an Advisory Committee of knowledge users with lived experience throughout. Discussion Aligned with WHO and EUROSPINE priorities, our scoping review will elucidate the structural barriers and facilitators influencing access to post-surgical rehabilitation for LBP more inclusively. Findings will advance knowledge of structural challenges experienced by adults needing post-surgical rehabilitation, informing rehabilitation and other healthcare strategies to remove barriers and improve functioning globally. Systematic review registration: Open Science Framework (OSF) https://osf.io/26h9w

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)0.098
metaresearch head score (Gemma)0.081
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: Protocol · Consensus signal: Protocol
Teacher disagreement score0.098
Threshold uncertainty score0.519

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0980.081
Meta-epidemiology (narrow)0.0060.006
Meta-epidemiology (broad)0.0140.019
Bibliometrics0.0130.011
Science and technology studies0.0070.005
Scholarly communication0.0090.009
Open science0.0070.008
Research integrity0.0110.009
Insufficient payload (model declined to judge)0.0670.011

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 head0.025
GPT teacher head0.347
Teacher spread0.322 · 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
GenreProtocol

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

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