Evidence map›Paper›PMID 42713335›Full record

ArticleAnnals of intensive care2026

Visual scoring of photoplethysmography morphology for risk stratification in hemorrhagic shock: a prospective observational study.

Peng Deng, Xuanyi Xiang, Yanyan Yu, Haifang Yu, Kelin Jia, Yu Cao

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Article in Annals of intensive care, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Peng DengDepartment of Emergency Medicine, and Center for High Altitude Medicine, West China Hospital, Sichuan University.
Xuanyi XiangDepartment of Emergency Medicine West China Hospital, and Disaster Medical Center, Sichuan University, Chengdu, China.
Yanyan YuDepartment of Emergency Medicine West China Hospital, and Disaster Medical Center, Sichuan University, Chengdu, China.
Haifang YuDepartment of Emergency Medicine, and Center for High Altitude Medicine, West China Hospital, Sichuan University.
Kelin JiaMindmesh AB, Stockholm, 18742, Sweden.
Yu CaoDepartment of Emergency Medicine West China Hospital, and Disaster Medical Center, Sichuan University, Chengdu, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Purpose: Early recognition of high-risk patients with hemorrhage remains challenging, as conventional indicators may lack sensitivity during the compensated phase of blood loss. The study evaluated whether visual scoring of photoplethysmography (PPG) morphology could support bedside risk stratification during acute hemorrhage. Methods: In this prospective observational study conducted in the emergency department of West China Hospital between August and October 2025, 500 adults with hemorrhage were enrolled, of whom 461 were included in the final analysis. Three trained physicians independently scored PPG morphology using an ordinal 0-100 visual scale in 10-point increments. The final score was determined through majority voting. The primary outcome was 28-day all-cause mortality, while the secondary outcome was intensive care unit (ICU) admission. Moreover, lactate-related risk stratification was explored separately. Results: Inter-rater agreement was good to excellent based on pairwise linear weighted kappa (0.74, 0.99, and 0.75), whereas overall agreement was moderate based on Fleiss' kappa (0.58). The visual PPG score demonstrated good discrimination for both 28-day mortality (area under the curve [AUC] 0.81) and ICU admission (AUC 0.88), with numerically superior performance to the shock index, mean arterial pressure, lactate, and base excess. Adding the visual PPG score to routine clinical indicators increased the AUC for ICU admission from 0.82 to 0.90. Conclusion: Visual PPG scoring may support early bedside risk stratification in hemorrhagic patients and warrants external validation.

Indexed as

Hemorrhagic shockPhotoplethysmographyRisk stratificationVisual scoringWaveform morphology

Identifiers

PMID42713335
PMCPMC13551925

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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 OpenQuestion graph.