Evidence map›Paper›PMID 41537658›Full record

ArticleCritical care medicine2026

It Is Time to Move Beyond Task-Specific Critical Care Prediction Models and Prioritize a Foundation Model Built on Continuous Physiological Data.

Sivasubramanium V Bhavani, Xiao Hu

Abstract read
In one paragraph

Article in Critical care 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

2 authors.

Sivasubramanium V BhavaniDepartment of Medicine, School of Medicine, Emory University, Atlanta, GA.ORCID 0000-0002-9640-6720
Xiao HuDepartment of Medicine, School of Nursing, Emory University, Atlanta, GA.

Funding

Development and Validation of Correction Equations to Enhance Quality of Infrared TechnologyR01HL175626 · NHLBI · EMORY UNIVERSITY · PI Sivasubramanium Bhavani · 2025 to 2026
$1.1M
Identification of Precision Sepsis Subphenotypes Using Vital Sign TrajectoriesK23GM144867 · NIGMS · EMORY UNIVERSITY · PI BHAVANI, SIVASUBRAMANIUM · 2021 to 2025
$890k
NHLBI NIH HHS R01 HL175626NIGMS NIH HHS K23 GM144867NIH HHS HL175626
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

acute respiratory distress syndromeartificial intelligencefoundation modelsphysiological waveformssepsis

Identifiers

PMID41537658
PMCPMC13001111

What OpenQuestion holds

Textmetadata
LicenceTDM
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 OpenQuestion graph.