Evidence map›Paper›PMID 41583930›Full record

ArticleResuscitation plus2026

Feasibility of public CPR training kiosks to increase bystander resuscitation: a Monte Carlo simulation study.

Robert Ohle, David W Savage, Danielle Roy, Krishan Yadav, Shawn Chhabra, Sarah McIsaac

Abstract read
In one paragraph

Article in Resuscitation plus, 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.

Robert OhleThe Department of Emergency Medicine, Health Sciences North, Health Sciences North Research Institute ,Sudbury, Ontario, Canada.
David W SavageClinical Sciences Division, Northern Ontario School of Medicine, Sudbury, Ontario, Canada.
Danielle RoyHealth Sciences North Research Institute, Sudbury, Ontario, Canada.
Krishan YadavDepartment of Emergency Medicine, University of Ottawa and Ottawa Hospital Research Institute, Ottawa, Ontario, Canada.
Shawn ChhabraDepartment of Emergency Medicine, University of Ottawa and Ottawa Hospital Research Institute, Ottawa, Ontario, Canada.
Sarah McIsaacClinical Sciences Division, Northern Ontario School of Medicine, Sudbury, Ontario, Canada.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Survival after out-of-hospital cardiac arrest (OHCA) depends on immediate bystander cardiopulmonary resuscitation (CPR), yet rates range from 42 % to 70 % in Canada. Traditional CPR education faces barriers of access, retention, and scalability. Public CPR kiosks are a novel alternative, but their potential population-level impact is uncertain. Methods: We developed a Monte Carlo and queueing-based simulation model to estimate the effect of CPR kiosks on bystander CPR in Toronto, Canada. The model incorporated venue-specific passer volumes, funnel attrition (approach, engagement, practice, competence), demographic witness likelihood, post-training willingness to act, and skill retention. Outcomes included competent trainees, witness-weighted trainees, additional CPR attempts, change in citywide bystander CPR, lives saved, and cost-effectiveness. We modeled deployment of 30 kiosks across four venue types-mega-volume public spaces ( Results: Median annual throughput per kiosk ranged from 488 competent trainees (95 % credible interval [CrI], 94-1550) at small sites (0.5 million passers) to 19,618 (95 % CrI, 3706-50,000) at mega-sites (40 million passers). Witness-weighted trainees were highest in hospitals and pharmacies, reflecting more caregivers and seniors. Training increased willingness to act from 40 % to 60-80 %; this action uplift strongly influenced outcomes. In Toronto, a blended network of 30 kiosks (6 mega, 8 hospital, 8 community, 8 large) increased bystander CPR by 7.5-8.0 percentage points, with a 90-95 % probability of meeting or exceeding a 5-point target within one year. This translated to ∼150 additional CPR attempts and 15 lives saved annually. Costs were ∼$10,000 per life saved and ∼$1250 per quality-adjusted life year (QALY). Conclusions: Simulation modeling suggests CPR kiosks can feasibly and cost-effectively increase bystander CPR, with impact shaped by visibility, action willingness, and targeting individuals most likely to witness arrest.

Indexed as

CPREducationSimulation

Identifiers

PMID41583930
PMCPMC12828359

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.