Evidence map›Paper›PMID 40062120›Full record

ReviewCureus2025

Mind the Gap: Wearable Lactate and Glucose Monitors for Hospitalized Patients.

John Guzzi, Florian Falter, Avinash B Kumar, Albert C Perrino

Abstract readReview
In one paragraph

Review in Cureus, 2025. 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

4 authors.

John GuzziAnesthesiology and Critical Care Medicine, Yale School of Medicine, New Haven, USA.
Florian FalterAnesthesiology and Critical Care, Royal Papworth Hospital, Cambridge, GBR.
Avinash B KumarAnesthesiology and Critical Care Medicine, Vanderbilt University Medical Center, Nashville, USA.
Albert C PerrinoAnesthesiology, Yale School of Medicine, New Haven, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Continuous and non-invasive monitoring of metabolic parameters, particularly glucose and lactate, represents a critical advance in inpatient medicine where current technologies fall short. Wearable sensors are widely available for glucose, and are commonly and successfully used in ambulatory settings. More recently, wearable sensors have become available for lactate, and these devices have a proven role in exercise physiology literature. In the inpatient setting, metabolic monitoring of glucose and lactate is primarily done via invasive blood draws, which is resource-intensive and leads to delays in data collection. This new frontier of wearable continuous monitors has the potential to transform inpatient care by rapidly detecting metabolic changes and eliminating existing gaps in monitoring. Further, these advances in wearable technology open pathways for integrating lactate and glucose metrics into Early Warning Scores (EWS), enhancing their predictive capabilities. The adoption of wearable lactate and glucose in the inpatient setting has the potential to revolutionize a clinician's ability to identify vulnerable patients at risk for deterioration while guiding precision treatment.

Indexed as

early warning scoresexercise physiologyglucose metabolismglycolysishyperlactatemiainpatient medicinelactate metabolismlactic acidosismonitorswearable technology

Identifiers

PMID40062120
PMCPMC11886925

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.