SynthesisJournal of medical Internet research2022
The Effectiveness of Technology-Based Cardiopulmonary Resuscitation Training on the Skills and Knowledge of Adolescents: Systematic Review and Meta-analysis.
Synthesis in Journal of medical Internet research, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers, 1 of them a synthesis that pooled it.
What it found
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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.
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.
Who cites it
19 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Skill retention after school-based CPR training - a systematic review and meta-analysis.BMC public health · 2025Pooled it
- Comparing Visual Self-Assessment and Virtual Reality Training for Improving Basic Life Support Competency in Nursing Students: An Educational Study.Health science reports · 2026Article
- Translation and psychometric validation of the Intent-to-Aid survey for bystander response among French-speaking CPR-trained populations.Resuscitation plus · 2026Article
- Evaluation of Changes Associated with an Educational Intervention on Basic Life Support and Airway Obstruction Among Schoolchildren Aged from 11 to 18 Years Old in the Island of La Palma (Canary Islands).Nursing reports (Pavia, Italy) · 2026Article
- Community change agents and disaster preparedness among women in coastal areas.BMC emergency medicine · 2025Article
- Enhancing Equity in Schoolchildren's Basic Life Support Education in Brazil Through Serious Games: Cohort Study.JMIR serious games · 2025Article
- Developing lifesaving skills in children: a simulation-based randomized controlled trial in schools.Resuscitation plus · 2025Article
- Article
- Assessment of YouTube Videos Related to Radioactive Iodine Therapy for Thyroid Cancer for Patient Education.Journal of cancer education : the official journal of the American Association for Cancer Education · 2025Article
- Suitability of a Low-Fidelity and Low-Cost Simulator for Teaching Basic Cardiopulmonary Resuscitation-"Hands-Only CPR"-To Nursing Students.Nursing reports (Pavia, Italy) · 2025Article
- The Effects of Serious Games on Cardiopulmonary Resuscitation Training and Education: Systematic Review With Meta-Analysis of Randomized Controlled Trials.JMIR serious games · 2024Review
- Exploring the Functionality of Technology-driven CPR Training Methodologies Among Healthcare Practitioners: A Randomized Control Pilot Study.Journal of the Saudi Heart Association · 2024Article
- Comparison of instructor-led compression-only cardiopulmonary resuscitation and automated external defibrillator training for secondary school students: A multicenter noninferiority randomized trial.Resuscitation plus · 2023Article
- Attitudes of Asian and Polish Adolescents towards the Use of Ecological Innovations in CPR Training.Journal of clinical medicine · 2023Article
- Methods to teach schoolchildren how to perform and retain cardiopulmonary resuscitation (CPR) skills: A systematic review and meta-analysis.Resuscitation plus · 2023Review
- Augmented reality training in basic life support with the help of smart glasses. A pilot study.Resuscitation plus · 2023Article
- Effectiveness of the Flipped Classroom on Medical Undergraduates' Cardiopulmonary Resuscitation Training in Large Class Through Self-Efficacy: A Randomized Quasi-Experimental Study.Journal of medical education and curricular developmentArticle
- Effectiveness of extended reality-based cardiopulmonary resuscitation training for healthcare students: A systematic review.Turkish journal of emergency medicineArticle
- Naloxone Access in Schools: A National Survey of School Nurses in the United States.Substance use : research and treatmentArticle
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundCardiopulmonary resuscitation (CPR) training for adolescents is a prominent strategy to increase the number of community first responders who can recognize cardiac arrest and initiate CPR. More schools are adopting technology-based CPR training modalities to reduce class time and reliance on instructor availability and increase their capacity for wider training dissemination. However, it remains unclear whether these technology-based modalities are comparable with standard training.
objectiveThis study aimed to systematically review and perform meta-analyses to evaluate the effectiveness of technology-based CPR training on adolescents' CPR skills and knowledge.
methodsSearches were conducted in PubMed, Embase, Cochrane Library, Ovid MEDLINE, CINAHL, PsycINFO, Education Resources Information Center, ProQuest Dissertations and Theses Global, and Scopus from inception to June 25, 2021. Eligible randomized controlled trials (RCTs) compared technology-based training with standard training for adolescents aged 12 to 18 years. Studies were appraised using the Cochrane risk-of-bias tool. Random-effects meta-analyses were performed using Review Manager (The Cochrane Collaboration). Subgroup analyses were conducted to explore sources of heterogeneity. Overall certainty of evidence was appraised using the Grading of Recommendations Assessment, Development, and Evaluation approach.
resultsSeventeen RCTs involving 5578 adolescents were included. Most of the studies had unclear risks of selection bias (9/17, 53%) and high risks of performance bias (16/17, 94%). Interventions that included instructor guidance increased the likelihood of adolescents checking the responsiveness of the person experiencing cardiac arrest (risk ratio 1.39, 95% CI 1.19-1.63) and calling the emergency medical services (risk ratio 1.11, 95% CI 1.00-1.24). Self-directed technology-based CPR training without instructor guidance was associated with poorer overall skill performance (Cohen d=-0.74, 95% CI -1.02 to -0.45). Training without hands-on practice increased mean compression rates (mean difference 9.38, 95% CI 5.75-13.01), whereas real-time feedback potentially yielded slower compression rates. Instructor-guided training with hands-on practice (Cohen d=0.45, 95% CI 0.13-0.78) and the use of computer programs or mobile apps (Cohen d=0.62, 95% CI 0.37-0.86) improved knowledge scores. However, certainty of evidence was very low.
conclusionsInstructor-guided technology-based CPR training that includes hands-on practice and real-time feedback is noninferior to standard training in CPR skills and knowledge among adolescents. Our findings supported the use of technology-based components such as videos, computer programs, or mobile apps for self-directed theoretical instruction. However, instructor guidance, hands-on practice, and real-time feedback are still necessary components of training to achieve better learning outcomes for adolescents. Such a blended learning approach may reduce class time and reliance on instructor availability. Because of the high heterogeneity of the studies reviewed, the findings from this study should be interpreted with caution. More high-quality RCTs with large sample sizes and follow-up data are needed. Finally, technology-based training can be considered a routine refresher training modality in schools for future research.
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