Table · dataset · 2026
Data Sheet 1_Construction and validation of a frailty screening model for older adults with cataract: a cross-sectional study.docx
Listed in ZivaHub and Deakin Research Online and DMU Figshare and HKU DataHub and Swinburne Figshare and DaYta Ya Rona and SUNScholarData and figshare and Loughborough Research Repository and GRANTS Data and UP Research Data Repository — shown once because both records carry DOI 10.3389/fmed.2026.1934999
Description
Objective<p>To develop and internally validate a frailty screening model for older adults with cataract that relies only on information already collected during routine ophthalmology outpatient assessment.</p>Methods<p>In this cross-sectional study, 516 patients aged ≥ 60 years were enrolled and randomly divided into training (n = 361) and internal validation (n = 155) sets. Frailty was defined by the FRAIL scale, with non-frail and pre-frail categories combined for the primary binary analysis.
Univariate screening was followed by multivariable binary logistic regression, with LASSO and a 5,000-resample bootstrap of the full development procedure as stability checks.</p>Results<p>The frailty detection rate was 29.07%. Five factors were independently associated with frailty: advanced age, IADL impairment, poor self-rated health, depression, and history of falls. Discrimination was good (training AUC 0.841, 95% CI 0.796–0.887; validation AUC 0.816, 95% CI 0.745–0.888), the optimism-corrected C-statistic was 0.810 (95% CI 0.780–0.841), and calibration was acceptable (validation Brier score 0.1553).
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Decision curve analysis showed positive net benefit across a broad threshold range. Lowering the operating point from the Youden cutoff (0.463; sensitivity 57.8%, specificity 86.4%) to 0.181 raised validation sensitivity to 86.7% with a negative predictive value of 92.1%.</p>Conclusions<p>Because all five predictors are already recorded during routine cataract assessment, the model offers an opportunistic, zero-burden triage step for identifying concurrent frailty and prompting comprehensive geriatric assessment.
External validation and comparison with the FRAIL scale are required.</p>
Links
Where it is published
- DOI doi.org/10.3389/fmed.2026.1934999 ↗
DOI / persistent id · from zivahub uct ac za
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from zivahub uct ac za
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Related
Provenance · 11 source records, 65 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ZivaHub | oai:figshare.com:article/34038885 | 13 d ago | JSON v1 |
| Deakin Research Online | oai:figshare.com:article/34038885 | 13 d ago | JSON v1 |
| DMU Figshare | oai:figshare.com:article/34038885 | 13 d ago | JSON v1 |
| HKU DataHub | oai:figshare.com:article/34038885 | 12 d ago | JSON v1 |
| Swinburne Figshare | oai:figshare.com:article/34038885 | 12 d ago | JSON v1 |
| DaYta Ya Rona | oai:figshare.com:article/34038885 | 12 d ago | JSON v1 |
| SUNScholarData | oai:figshare.com:article/34038885 | 12 d ago | JSON v1 |
| figshare | oai:figshare.com:article/34038885 | 12 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/34038885 | 11 d ago | JSON v1 |
| GRANTS Data | oai:figshare.com:article/34038885 | 11 d ago | JSON v1 |
| UP Research Data Repository | oai:figshare.com:article/34038885 | 11 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].anzsrc:field:321501 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['Foetal Development and Medicine'] |
| concepts[field].anzsrc:field:321501 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Foetal Development and Medicine'] |
| concepts[field].anzsrc:field:321501 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Foetal Development and Medicine'] |
| concepts[field].anzsrc:field:321501 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Foetal Development and Medicine'] |
| concepts[field].anzsrc:field:321501 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['Foetal Development and Medicine'] |
| concepts[field].anzsrc:field:321501 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Foetal Development and Medicine'] |
| concepts[field].anzsrc:field:321501 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Foetal Development and Medicine'] |
| concepts[field].anzsrc:field:321501 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Foetal Development and Medicine'] |
| concepts[field].anzsrc:field:321501 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Foetal Development and Medicine'] |
| concepts[field].anzsrc:field:321501 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Foetal Development and Medicine'] |
| concepts[field].anzsrc:field:321501 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Foetal Development and Medicine'] |
| concepts[field].local:field:astronomy | 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:chemistry | mapping · figshare com | connector:figshare_com@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 · figshare swinburne edu au | connector:figshare_swinburne_edu_au@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 · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@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 · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@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 · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:engineering | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@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 · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | 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: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 · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare swinburne edu au | connector:figshare_swinburne_edu_au@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:medicine-health | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@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 · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · researchdata up ac za | connector:researchdata_up_ac_za@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 · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| description | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/description |
| license | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/rights |
| publication_date | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| title | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/title |