Table · dataset · 2026
Table 1_Monitoring of palliative care outcomes for nursing home residents with dementia: a secondary exploratory analysis of monthly recurrent deterioration data.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/fpubh.2026.1874583.s001
Description
Background<p>In long-term care facilities, regular proxy-completed multidimensional assessments may help staff detect meaningful decline in residents with dementia, including temporal changes in physical symptoms, mood, behavior, and social interaction.</p>Methods<p>We conducted a secondary analysis of publicly available, de-identified longitudinal IPOS-Dem data from a Swiss stepped-wedge cluster-randomized trial to develop and evaluate a concise resident-level model predicting recurrent short-term deterioration on IPOS-Dem subscales among Swiss long-term care residents with dementia.
Monthly observations were converted into prediction episodes. Deterioration was prospectively defined as a ≥0.5-point increase in DEBI (dementia emotional and behavioral impact-reflecting emotional and behavioral symptoms) or DPII (dementia physical/interaction impact indicating physical, functional, communication, and interaction-related concerns) at the next observation within 14–45 days. Recurrent deterioration was defined as deterioration in >33% of eligible episodes.
Read the rest (3 more)
Candidate logistic-regression predictors included mean DEBI/DPII, recent monthly DEBI/DPII changes, age, sex, intervention exposure, study-time variables, cluster group, and DEBI × DPII.</p>Results<p>The episode-level dataset included 2,107 eligible prediction episodes from 222 residents; 535 episodes deteriorated (25.4%), and 72/222 residents (32.4%) met recurrent-deterioration criteria. In the final model, higher mean-centered DEBI increased the odds of recurrent deterioration (OR 2.655, 95% CI 1.382–5.101, p = 0.003), as did older age (OR 1.055/year, 95% CI 1.006–1.107, p = 0.027).
Mean-centered dDEBI reduced risk (OR 0.089, 95% CI 0.009–0.873, p = 0.038). DEBI × DPII was significant (OR 0.341, 95% CI 0.118–0.991, p = 0.048). Performance was reasonable (AUC 0.754; Brier 0.179).</p>Conclusion<p>Serial IPOS-Dem monitoring provides actionable indicators of level and trajectory for recurrent deterioration.
External validation and longitudinal modeling are needed to address resident- and facility-level dependence.</p>
Links
Where it is published
- DOI doi.org/10.3389/fpubh.2026.1874583.s001 ↗
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
Topics
- From keywords
- Astronomy & Astrophysics · Chemistry · Chemistry · Chemistry · Computer Science & AI · Computer Science & AI · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Engineering · Engineering · Engineering · Engineering · Humanities · Humanities · Humanities · Humanities · Humanities · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Medicine & Health · Medicine & Health · Medicine & Health · Medicine & Health · Medicine & Health · Medicine & Health · Medicine & Health · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Palliative care · Palliative care · Palliative care · Palliative care · Palliative care · Palliative care · Palliative care · Palliative care · Palliative care · Palliative care · Palliative care · Psychology & Behavioral Science · Psychology & Behavioral Science · Social Science · Social Science · Social Science · Social Science · Social Science
- Inferred from text
- Longitudinal study 65% · Tabular 65%
Provenance · 11 source records, 72 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ZivaHub | oai:figshare.com:article/34033491 | 6 d ago | JSON v1 |
| Deakin Research Online | oai:figshare.com:article/34033491 | 6 d ago | JSON v1 |
| DMU Figshare | oai:figshare.com:article/34033491 | 6 d ago | JSON v1 |
| HKU DataHub | oai:figshare.com:article/34033491 | 6 d ago | JSON v1 |
| Swinburne Figshare | oai:figshare.com:article/34033491 | 6 d ago | JSON v1 |
| DaYta Ya Rona | oai:figshare.com:article/34033491 | 6 d ago | JSON v1 |
| SUNScholarData | oai:figshare.com:article/34033491 | 6 d ago | JSON v1 |
| figshare | oai:figshare.com:article/34033491 | 6 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/34033491 | 5 d ago | JSON v1 |
| GRANTS Data | oai:figshare.com:article/34033491 | 5 d ago | JSON v1 |
| UP Research Data Repository | oai:figshare.com:article/34033491 | 5 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:420316 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['palliative care'] |
| concepts[field].anzsrc:field:420316 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['palliative care'] |
| concepts[field].anzsrc:field:420316 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['palliative care'] |
| concepts[field].anzsrc:field:420316 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['palliative care'] |
| concepts[field].anzsrc:field:420316 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['palliative care'] |
| concepts[field].anzsrc:field:420316 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['palliative care'] |
| concepts[field].anzsrc:field:420316 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['palliative care'] |
| concepts[field].anzsrc:field:420316 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['palliative care'] |
| concepts[field].anzsrc:field:420316 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['palliative care'] |
| concepts[field].anzsrc:field:420316 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['palliative care'] |
| concepts[field].anzsrc:field:420316 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['palliative care'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@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 · 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:earth-environmental | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@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 · figshare dmu ac uk | connector:figshare_dmu_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 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 · dayta nwu ac za | connector:dayta_nwu_ac_za@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 · 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 · 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 · 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:engineering | mapping · researchdata up ac za | connector:researchdata_up_ac_za@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:humanities | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@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:humanities | mapping · figshare com | connector:figshare_com@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 · repository lboro ac uk | connector:repository_lboro_ac_uk@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 · 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 · scholardata sun ac za | connector:scholardata_sun_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: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 · zivahub uct ac za | connector:zivahub_uct_ac_za@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 · figshare dmu ac uk | connector:figshare_dmu_ac_uk@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 · figshare swinburne edu au | connector:figshare_swinburne_edu_au@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 · scholardata sun ac za | connector:scholardata_sun_ac_za@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 · grantsdata jst go jp | connector:grantsdata_jst_go_jp@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 · scholardata sun ac za | connector:scholardata_sun_ac_za@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 · scholardata sun ac za | connector:scholardata_sun_ac_za@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 · researchdata up ac za | connector:researchdata_up_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[method].local:method:longitudinal-study | enrichment · zivahub uct ac za | keyword-concept-rules@1.0.0 | title+description (65%) |
| concepts[modality].local:modality:tabular | enrichment · zivahub uct ac za | keyword-concept-rules@1.0.0 | title+description (65%) |
| 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 |