Table · dataset · 2026
Data Sheet 1_4D-Micro: a tiered, testable framework for hemodynamic-tissue perfusion mismatch in cardiac surgery.docx
Listed in ZivaHub and Deakin Research Online and HKU DataHub and DaYta Ya Rona and figshare and Loughborough Research Repository and UP Research Data Repository — shown once because both records carry DOI 10.3389/fcvm.2026.1964275.s001
<p>Organ dysfunction can develop after cardiac surgery even when mean arterial pressure, cardiac output, hemoglobin, temperature, and pump flow meet conventional targets.
Description
These variables remain the safety foundation, but they do not directly establish exchange-capable capillary flow or cellular oxygen use. We propose 4D-Micro, an unvalidated conceptual framework organized around four necessary functions: barrier and conduit integrity, perfusion driving, hemorheology, and cellular oxygen use.
The framework was formalized from a recurrent clinical reasoning problem through targeted evidence mapping and explicit construction rules; it was not derived from a new patient dataset or statistical latent-variable analysis. 4D-Micro separates where recovery is discordant from the provisional mechanism that might explain it, then uses a prespecified proximal response and stopping boundary to update that explanation.
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It is not a substitute for established cardiac surgical monitoring or a claim that all four domains can be measured directly at the bedside. A tiered implementation distinguishes a core mode based on routine variables, an enhanced mode using regional and congestion signals, and a research mode using direct microvascular or biomarker measurements. Insufficient or conflicting data remain indeterminate rather than being forced into a phenotype.
We specify a staged validation pathway: content and feasibility testing, prospective assessment of classification reliability and construct validity, and only then a pragmatic comparison with protocolized usual hemodynamic care. The framework should be narrowed or rejected if it cannot be applied reliably, its predicted responses are not observed, or it fails to improve decision processes without added harm.</p>
Links
Where it is published
- DOI doi.org/10.3389/fcvm.2026.1964275.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 · Cardiology · Cardiology · Cardiology · Cardiology · Cardiology · Cardiology · Cardiology · 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 · Economics & Finance · Economics & Finance · Engineering · Engineering · Engineering · Engineering · Humanities · Humanities · Humanities · Humanities · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Psychology & Behavioral Science · Social Science · Social Science · Social Science · Social Science
- Inferred from text
- Heart 65%
Provenance · 7 source records, 49 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ZivaHub | oai:figshare.com:article/34029390 | 6 d ago | JSON v1 |
| Deakin Research Online | oai:figshare.com:article/34029390 | 6 d ago | JSON v1 |
| HKU DataHub | oai:figshare.com:article/34029390 | 6 d ago | JSON v1 |
| DaYta Ya Rona | oai:figshare.com:article/34029390 | 6 d ago | JSON v1 |
| figshare | oai:figshare.com:article/34029390 | 5 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/34029390 | 5 d ago | JSON v1 |
| UP Research Data Repository | oai:figshare.com:article/34029390 | 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[anatomy].local:anatomy:heart | enrichment · zivahub uct ac za | keyword-concept-rules@1.0.0 | title+description (65%) |
| concepts[field].anzsrc:field:320101 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Cardiology'] |
| concepts[field].anzsrc:field:320101 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Cardiology'] |
| concepts[field].anzsrc:field:320101 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Cardiology'] |
| concepts[field].anzsrc:field:320101 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Cardiology'] |
| concepts[field].anzsrc:field:320101 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Cardiology'] |
| concepts[field].anzsrc:field:320101 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Cardiology'] |
| concepts[field].anzsrc:field:320101 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Cardiology'] |
| 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 · dayta nwu ac za | connector:dayta_nwu_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 · 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:earth-environmental | mapping · dro deakin edu au | connector:dro_deakin_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:economics-finance | 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:engineering | 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 · 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: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: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 · 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 · 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: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 · 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 · 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 | |
| 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 |