Evidence map›Paper›PMID 42320015›Full record

Observational studyJMIR cardio2026

Impact of a Cloud-Based Care Coordination Platform on False Cardiac Catheterization Laboratory Activations and Unnecessary Team Mobilization: Retrospective Cohort Study.

William Gibson, Dawoud Al Kindi, François Brouillette, Ahmed Aldajani, Omar Chaabo, Yasmine Lachance, Elie Akl, Kshitij Badal Dandona, Giuseppe Martucci, Jean-Philippe Pelletier and 4 more

Abstract readObservational Study
In one paragraph

Observational study in JMIR cardio, 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

14 authors.

William Gibson *Department of Cardiology, McGill University Health Centre, 1001 Decarie Blvd, Montréal, QC, H4A 0B1, Canada, 1 (514) 934-1934.ORCID http://orcid.org/0000-0001-7307-4746
Dawoud Al Kindi *Department of Cardiology, McGill University Health Centre, 1001 Decarie Blvd, Montréal, QC, H4A 0B1, Canada, 1 (514) 934-1934.ORCID http://orcid.org/0009-0003-2309-330X
François Brouillette *Department of Cardiology, McGill University Health Centre, 1001 Decarie Blvd, Montréal, QC, H4A 0B1, Canada, 1 (514) 934-1934.ORCID http://orcid.org/0009-0006-4234-0814
Ahmed AldajaniDepartment of Internal Medicine, Division of Cardiology, College of Medicine, Imam Abdulrahman Bin Faisal University, Dammam, Saudi Arabia.ORCID http://orcid.org/0000-0001-5058-9683
Omar ChaaboDepartment of Cardiology, McGill University Health Centre, 1001 Decarie Blvd, Montréal, QC, H4A 0B1, Canada, 1 (514) 934-1934.ORCID http://orcid.org/0000-0002-9366-971X
Yasmine LachanceDepartment of Cardiology, Faculty of Medicine, Université de Montréal, Montréal, QC, Canada.ORCID http://orcid.org/0009-0008-6091-2833
Elie AklDepartment of Cardiology, McGill University Health Centre, 1001 Decarie Blvd, Montréal, QC, H4A 0B1, Canada, 1 (514) 934-1934.ORCID http://orcid.org/0000-0001-5676-4171
Kshitij Badal DandonaDepartment of Cardiology, McGill University Health Centre, 1001 Decarie Blvd, Montréal, QC, H4A 0B1, Canada, 1 (514) 934-1934.ORCID http://orcid.org/0009-0008-3828-2388
Giuseppe MartucciDepartment of Cardiology, McGill University Health Centre, 1001 Decarie Blvd, Montréal, QC, H4A 0B1, Canada, 1 (514) 934-1934.ORCID http://orcid.org/0009-0006-2951-5501
Jean-Philippe PelletierDepartment of Cardiology, McGill University Health Centre, 1001 Decarie Blvd, Montréal, QC, H4A 0B1, Canada, 1 (514) 934-1934.ORCID http://orcid.org/0009-0009-6049-451X
Nicolo PiazzaDepartment of Cardiology, McGill University Health Centre, 1001 Decarie Blvd, Montréal, QC, H4A 0B1, Canada, 1 (514) 934-1934.ORCID http://orcid.org/0000-0003-2809-3408
Jeremy Y LevettDepartment of Cardiology, McGill University Health Centre, 1001 Decarie Blvd, Montréal, QC, H4A 0B1, Canada, 1 (514) 934-1934.ORCID http://orcid.org/0000-0003-2228-9557
Tomer MoranDepartment of Cardiology, McGill University, Montréal, QC, Canada.ORCID http://orcid.org/0009-0009-9894-6585
Marco SpazianoDepartment of Cardiology, McGill University Health Centre, 1001 Decarie Blvd, Montréal, QC, H4A 0B1, Canada, 1 (514) 934-1934.ORCID http://orcid.org/0000-0002-9762-9133

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Rapid activation of the cardiac catheterization laboratory (CCL) for ST-segment elevation myocardial infarction (STEMI) is essential to minimize time to reperfusion. However, system-wide efforts to reduce treatment delays have been accompanied by increased false activations, defined as activations that do not result in emergent coronary intervention. False activations contribute to unnecessary team mobilization (UTM), staff fatigue, workflow disruption, and inefficient resource use. Objective: This study aimed to evaluate whether the implementation of a cloud-based care coordination platform (Stenoa) was associated with reductions in false activations and UTMs at a high-volume tertiary cardiac center. Methods: In September 2021, the McGill University Health Centre implemented Stenoa, a mobile, cloud-based STEMI coordination platform enabling systematic case validation using electrocardiographic and clinical data. A retrospective cohort study was conducted, including all CCL activations between September 2020 and December 2022. Activations were grouped as preimplementation (group 0: September 2020 to September 2021) and postimplementation (group 1: September 2021 to December 2022) periods. A false activation was defined as a CCL activation followed by case cancellation before any procedure was performed. The primary outcome was the rate of UTM. Results: In total, 632 activations were analyzed (group 0: n=288; group 1: n=344). UTM decreased from 8.7% (23/265) to 4.4% (14/316) following platform implementation (P=.04). False activation frequency decreased from 10.2% (27/265) to 6.9% (22/316), although this difference did not reach statistical significance (P=.16). Among false activations, the proportion resulting in UTM declined from 85% to 63% (P=.08). Conclusions: The implementation of a cloud-based STEMI coordination platform was associated with a significant reduction in unnecessary catheterization laboratory team mobilization. Structured digital communication may improve workflow efficiency and resource use in STEMI systems of care. Further multicenter evaluation is warranted.

Indexed as

Cloud ComputingHospital Rapid Response TeamPatient Care PlanningST Elevation Myocardial InfarctionUnnecessary ProceduresAgedCardiac CatheterizationElectrocardiographyFemaleHealth Plan ImplementationHumansMaleRetrospective Studiesacute coronary syndromecatheterization laboratoryclinical decision supportcloud-based appdigital communicationdigital healthfalse activationmobile healthquality improvementreperfusion timeresource utilizationsmartphone appST-elevated myocardial infarctionSTEMItelemedicine

Identifiers

PMID42320015
PMCPMC13282013

What OpenQuestion holds

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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.