Evidence map›Paper›PMID 42279144›Full record

ReviewJournal of clinical medicine2026

The Geometry of Circulatory Shock: A Conceptual Multi-Scale Lagrangian Framework for Physiology-Informed Hemodynamic Phenotyping.

Athanasios Chalkias, Konstantina Katsifa, Stavroula Amanetopoulou, Georgios Karapiperis, Antonios Destounis, Ioanna Iatrelli, Eleni Laou, Athanasios Prekates, Paraskevi Tselioti

Abstract readReview
In one paragraph

Review in Journal of clinical medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Athanasios ChalkiasInstitute for Translational Medicine and Therapeutics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104-5158, USA.ORCID 0000-0002-7634-4665
Konstantina KatsifaDepartment of Critical Care Medicine, Tzaneio General Hospital, 18536 Piraeus, Greece.
Stavroula AmanetopoulouDepartment of Critical Care Medicine, Tzaneio General Hospital, 18536 Piraeus, Greece.
Georgios KarapiperisDepartment of Critical Care Medicine, Tzaneio General Hospital, 18536 Piraeus, Greece.
Antonios DestounisDepartment of Critical Care Medicine, Tzaneio General Hospital, 18536 Piraeus, Greece.
Ioanna IatrelliDepartment of Anesthesiology, Tzaneio General Hospital, 18536 Piraeus, Greece.
Eleni LaouDepartment of Anesthesiology, Agia Sophia Children's Hospital, 11527 Athens, Greece.
Athanasios PrekatesDepartment of Critical Care Medicine, Tzaneio General Hospital, 18536 Piraeus, Greece.
Paraskevi TseliotiDepartment of Critical Care Medicine, Tzaneio General Hospital, 18536 Piraeus, Greece.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundHemodynamic failure remains a major determinant of mortality in critical illness, yet its detection is often delayed because conventional monitoring relies predominantly on Eulerian measurements that quantify pressure and flow magnitude without resolving the spatial and temporal organization of circulation. Consequently, clinically significant states of dysfunction may persist despite apparently stable hemodynamic indices. The Geometry of Shock is a conceptual and hypothesis-generating multi-scale framework intended to integrate established cardiovascular physiology with emerging computational approaches for the analysis of circulatory dysfunction. FRAMEWORK: The proposed framework combines Guytonian venous return physiology and cardiopulmonary interactions with Lagrangian flow topology, geometric representations of circulatory equilibrium, topological data analysis, and physics-constrained inverse modeling. Rather than focusing exclusively on static thresholds of pressure and flow, the framework proposes a structural interpretation of circulation centered on the dynamic organization and coherence of blood transport across cardiovascular domains. Within this paradigm, under-recognized hemodynamic phenotypes-including stressed volume failure, oscillatory shock during spontaneous breathing, macro-microcirculatory decoupling, and pulmonary vascular pressure-flow dissociation-may emerge from disrupted coupling between vascular, cardiac, pulmonary, and microcirculatory systems. These states may represent reversible structural transitions in venous return geometry and cardiopulmonary interaction preceding overt circulatory collapse.

conclusionsBy reframing shock as a disorder of circulatory structure and coherence rather than solely a deficit in flow, this framework proposes a mechanistic foundation that may support future approaches aimed at earlier recognition of instability, improved physiological characterization of hemodynamic phenotypes, and future development and prospective validation of physiology-informed computational decision-support strategies in critical care. These concepts remain exploratory and hypothesis-generating rather than clinically validated.

Indexed as

computational modelingcritical caredecision supporthemodynamicsinverse modelingprecision phenotypingtopological data analysis

Identifiers

PMID42279144
PMCPMC13258238

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.