Evidence map›Paper›PMID 41482965›Full record

ArticleJMIR medical informatics2026

Scaling Wireless Continuous Vital Sign Monitoring Across an 8-Hospital Health System: Digital Health Implementation Report.

Ngoc-Anh Nguyen, Grace Lee, Brendan Holderread, Terrie Holman, Sarah Pletcher, Roberta Schwartz

Abstract read
In one paragraph

Article in JMIR medical informatics, 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

6 authors.

Ngoc-Anh NguyenCenter for Connected Care, Innovation & Implementation - Research, Houston Methodist, Houston, TX, United States.ORCID 0009-0000-9683-6934
Grace LeeCenter for Connected Care, Innovation & Implementation - Research, Houston Methodist, Houston, TX, United States.ORCID 0009-0009-2822-9046
Brendan HolderreadCenter for Connected Care, Innovation & Implementation - Research, Houston Methodist, Houston, TX, United States.ORCID 0000-0002-2833-0613
Terrie HolmanCenter for Connected Care, Innovation & Implementation - Research, Houston Methodist, Houston, TX, United States.ORCID 0009-0009-8709-2406
Sarah PletcherCenter for Connected Care, Innovation & Implementation - Research, Houston Methodist, Houston, TX, United States.ORCID 0009-0005-4217-0192
Roberta SchwartzCenter for Connected Care, Innovation & Implementation - Research, Houston Methodist, Houston, TX, United States.ORCID 0000-0003-3757-8765

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundFrequent vital sign (VS) monitoring is central to inpatient safety but is traditionally performed manually every 4 hours, a century-old practice that can miss early clinical deterioration, disrupt patient sleep, and impose a heavy documentation burden on nursing staff. Continuous VS monitoring (CVSM) using wearable remote patient monitoring devices enables near real-time, high-frequency VS measurement while reducing manual workload and preserving patient rest.

objectiveThis implementation report describes the large-scale implementation of CVSM across an 8-hospital health system. The initiative aimed to (1) enhance earlier detection of patient health deterioration through continuous, algorithm-driven monitoring; (2) improve nursing workflow efficiency by reducing reliance on manual VS checks; and (3) minimize nighttime disruptions to support patient rest and recovery.

methodsThe program was designed for system-wide scalability and executed from 2022 to 2024 using a 4-phase framework: strategic program design, program planning, go-live preparation, and implementation and optimization. A Food and Drug Administration-cleared wearable device (BioButton) continuously measured heart rate, respiratory rate, and skin temperature, with data integrated into Epic and monitored 24×7 through a centralized virtual operations center. Rollout followed a staggered playbook across approximately 2700 adult non-intensive care unit beds and was supported by leadership engagement, supply chain readiness, staff training, and phased superuser-led adoption. IMPLEMENTATION (RESULTS): All 8 hospitals achieved full deployment between April 2023 and February 2024, with more than 95% device use rates and 100% nursing staff training completion. A standardized escalation workflow filtered approximately 50% of the alerts at the virtual operations center review stage, substantially reducing frontline alert burden. Operational refinements included revised heart rate and respiratory rate alert thresholds and the removal of temperature as a single alert trigger. Several units extended overnight manual VS intervals from every 4 hours to every 6 to 8 hours, with staff estimating approximately 4 hours saved per nursing shift. Patient care assistants redirected time toward patient mobility and personal care needs, while staff reported growing confidence in device performance over time.

conclusionsThis initiative represents the first system-wide deployment of CVSM across a diverse, multihospital health system. Success was enabled by early strategic alignment, phased rollout, robust IT and monitoring infrastructure, and iterative optimization. The program demonstrates the feasibility of embedding CVSM into routine inpatient care to improve efficiency and patient experience. Transferable strategies, including phased rollouts, centralized monitoring, and structured change management, may inform other health systems pursuing digital VS redesign. Future work should rigorously evaluate impacts on patient outcomes, cost-effectiveness, and applicability to postacute and ambulatory care settings.

Indexed as

Vital SignsWearable Electronic DevicesWireless TechnologyDigital HealthHumansMonitoring, Physiologiccontinuous vital sign monitoringdigital health implementationhospital workflow redesignimplementation sciencepatient safetyremote patient monitoringwearable devices

Identifiers

PMID41482965
PMCPMC12887559

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.