Structure · dataset · 2026
<p>SHAP feature importance analysis comparing early and extended prediction horizons.</p>
Listed in UCL Research Data Repository
<p><b>(A)</b> 8-hour mortality model.
Description
Top features by mean |SHAP| include lactate, age, MAP, GCS maximum, Mahalanobis distance, and SpO<sub>2</sub> minimum. <b>(B)</b> 72-hour mortality model. Mahalanobis distance becomes the top feature, with age, GCS, MAP, and SpO<sub>2</sub> remaining prominent.
SHAP summary plots show per-patient contributions (x-axis) for each feature (rows), with color indicating feature value.</p>
Links
Where it is published
- DOI doi.org/10.1371/journal.pdig.0001753.g005 ↗
DOI / persistent id · from rdr ucl ac uk
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from rdr ucl ac uk
Topics
- From keywords
- Chemistry · Earth & Environmental Science · Genetics · Inorganic chemistry · Life Sciences · Mathematics & Statistics · Medicine & Health
Provenance · 1 source records, 12 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| UCL Research Data Repository | oai:figshare.com:article/34048787 | 13 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · rdr ucl ac uk | connector:rdr_ucl_ac_uk@1.0.0 | |
| concepts[field].anzsrc:group:3105 | mapping · rdr ucl ac uk | vocabulary-mapper@1.0.0 | keywords['Genetics'] |
| concepts[field].anzsrc:group:3402 | mapping · rdr ucl ac uk | vocabulary-mapper@1.0.0 | keywords['Inorganic Chemistry'] |
| concepts[field].local:field:chemistry | mapping · rdr ucl ac uk | connector:rdr_ucl_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · rdr ucl ac uk | connector:rdr_ucl_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · rdr ucl ac uk | connector:rdr_ucl_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · rdr ucl ac uk | connector:rdr_ucl_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · rdr ucl ac uk | connector:rdr_ucl_ac_uk@1.0.0 | |
| description | source · rdr ucl ac uk | connector:rdr_ucl_ac_uk@1.0.0 | /metadata/dc/description |
| license | source · rdr ucl ac uk | connector:rdr_ucl_ac_uk@1.0.0 | /metadata/dc/rights |
| publication_date | source · rdr ucl ac uk | connector:rdr_ucl_ac_uk@1.0.0 | |
| title | source · rdr ucl ac uk | connector:rdr_ucl_ac_uk@1.0.0 | /metadata/dc/title |