Table · dataset · 2026
<b>Preoperative psychosocial risk factors and long-term disability after lumbar fusion surgery:</b>
Listed in HKU DataHub and figshare and Loughborough Research Repository — shown once because both records carry DOI 10.6084/m9.figshare.33994926.v2
Description
<p dir="ltr">This Figshare item provides the complete supporting data, analysis code, a-priori protocol, and author manuscript for the systematic review and meta-analysis:</p><p dir="ltr"><b>Preoperative psychosocial risk factors and long-term disability after lumbar fusion surgery: a systematic review and meta-analysis of prognostic studies (Meta02).</b></p><h2 dir="ltr">Background</h2><p dir="ltr">Lumbar fusion is a common but heterogeneous procedure whose long-term disability outcomes vary widely.
Preoperative psychosocial factors (depression, anxiety, pain catastrophizing, fear-avoidance/kinesiophobia, coping/acceptance/self-efficacy, outcome expectancy, and multidimensional instruments such as STarT Back) are plausible prognostic markers, but their aggregate evidence base has not been synthesized. This review prospectively defined a PRISMA-P 2015 protocol and then quantitatively pooled the published prognostic evidence.</p><h2 dir="ltr">Scope and synthesis</h2><ul><li><b>Eligibility:</b> primary prognostic studies of adults undergoing lumbar fusion that report a preoperative psychosocial exposure and a postoperative disability/functional outcome with ≥ 12 months of follow-up.</li></ul><ul><li><b>Evidence base:</b> 27 included studies (n = 6,553 participants).</li></ul><ul><li><b>Methods:</b> systematic search (PubMed; verbatim strategies provided), dual screening with a corrected surgical lexicon, structured data extraction (27-study table), random-effects meta-analysis of odds ratios (risk vs no-risk of poor outcome), standardized mean differences (absolute disability and amount of improvement), and Fisher-z correlation, plus a narrative direction-of- association tally and a QUIPS (risk of bias in prognostic studies) assessment.</li></ul><ul><li><b>Key results:</b> direction-of-association tally 23/27 studies favoured an association between higher preoperative psychosocial risk and worse postoperative function (binomial p = 0.00031); pooled estimates are reported per outcome domain.</li></ul><h2 dir="ltr">Contents of this deposit</h2><table><tr><td><p dir="ltr">Folder</p></td><td><p dir="ltr">Contents</p></td></tr><tr><td><p dir="ltr"><code>01_Manuscript/</code></p></td><td><p dir="ltr">Author manuscript (preprint)</p></td></tr><tr><td><p dir="ltr"><code>02_Protocol/</code></p></td><td><p dir="ltr">PRISMA-P 2015 protocol</p></td></tr><tr><td><p dir="ltr"><code>03_Search/</code></p></td><td><p dir="ltr">Verbatim search strategies + PubMed retrieval records</p></td></tr><tr><td><p dir="ltr"><code>04_Screening/</code></p></td><td><p dir="ltr">Screening scripts and decision records</p></td></tr><tr><td><p dir="ltr"><code>05_Data_Extraction/</code></p></td><td><p dir="ltr">Extraction table (27 studies), per-study effect sizes, instrument-domain flags, full-text exclusion audit</p></td></tr><tr><td><p dir="ltr"><code>06_Analysis_Code/</code></p></td><td><p dir="ltr">All analysis and manuscript-building scripts (Python)</p></td></tr><tr><td><p dir="ltr"><code>07_Analysis_Results/</code></p></td><td><p dir="ltr">Descriptive statistics, pooled results, QUIPS ratings</p></td></tr><tr><td><p dir="ltr"><code>08_Figures/</code></p></td><td><p dir="ltr">Vector (PDF) figures and QUIPS traffic-light (PNG)</p></td></tr><tr><td><p dir="ltr"><code>09_References/</code></p></td><td><p dir="ltr">Reference metadata and PubMed verification log</p></td></tr></table><h2 dir="ltr">Reproducibility</h2><p dir="ltr">Every reported value is traceable to a file above.
Read the rest (3 more)
To re-run: execute the <code>03_Search/</code> retrieval, the <code>04_Screening/</code> scripts, then </p><pre>06_Analysis_Code/build_evidence_table_v2.py → descriptives_v2.py → meta_analysis.py → make_figures_v2.py / make_forest.py</pre>. Environment: Python 3.13 with pandas, numpy, scipy, python-docx. No values are imputed; unreported data are marked "NR".<p></p><h2 dir="ltr">Licence and citation</h2><p dir="ltr">This deposit is released under <b>CC-BY 4.0</b>.
Please cite as:</p><blockquote><p dir="ltr">Zhang D, Wei Y, Li P, Chen K. Supporting data, code, protocol and author manuscript for "Preoperative psychosocial risk factors and long-term disability after lumbar fusion surgery: a systematic review and meta-analysis of prognostic studies." Figshare. 2026. DOI: 10.6084/m9.figshare.XXXXXXX</p></blockquote><h2 dir="ltr">Notes</h2><ul><li><b>Registration:</b> The review was completed before registration was considered; it therefore falls outside PROSPERO's prospective window.
This absence is stated explicitly in the manuscript (PRISMA 2020 item 24a), and the protocol/search/ code are deposited here for transparency.</li></ul><ul><li><b>Preprint:</b> The file in <code>01_Manuscript/</code> is the author's final draft. If your target journal prohibits preprints, remove that single file before publishing; the remaining data/code/protocol still satisfy the manuscript's Data Availability statement.</li></ul><ul><li><b>Copyright:</b> Publisher full-text PDFs are not included; only extracted data are shared, in line with journal data-sharing policy.</li></ul><p></p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.33994926.v2 ↗
DOI / persistent id · from datahub hku hk
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from datahub hku hk
Topics
- From keywords
- Astronomy & Astrophysics · Chemistry · Chemistry · Computer Science & AI · Computer Science & AI · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Engineering · Engineering · Humanities · Humanities · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Psychology & Behavioral Science · Social Science · Social Science · Surgery · Surgery · Surgery
- Inferred from text
- Tabular 65%
Provenance · 3 source records, 34 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| HKU DataHub | oai:figshare.com:article/33994926 | 11 d ago | JSON v1 |
| figshare | oai:figshare.com:article/33994926 | 10 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/33994926 | 10 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].anzsrc:field:320226 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Surgery'] |
| concepts[field].anzsrc:field:320226 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Surgery'] |
| concepts[field].anzsrc:field:320226 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Surgery'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:social-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[modality].local:modality:tabular | enrichment · datahub hku hk | keyword-concept-rules@1.0.0 | title+description (65%) |
| description | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | /metadata/dc/description |
| license | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | /metadata/dc/rights |
| publication_date | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| title | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | /metadata/dc/title |