ArticlePediatric cardiology2026
Developing Congenital Cardiac CT Services in Low-Resource Settings: A Quality Improvement Approach.
Article in Pediatric cardiology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.
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.
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
2 citing papers in PubMed.
- Pediatric heart failure: A focus on low-income countries.World journal of clinical pediatrics · 2026Review
- Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
11 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Cardiac computed tomography (CCT) is increasingly used to evaluate congenital heart disease (CHD), but remains underutilized in low and middle-income countries (LMICs) due to training and system level barriers. Structured quality improvement (QI) strategies for safe implementation are limited. This initiative aimed to implement a high-quality congenital CCT service in a resource-limited public hospital through structured QI methods, multidisciplinary collaboration across cardiology, anesthesia, radiology, and surgery, and innovative training approaches including virtual mentorship without requiring new capital equipment. This QI initiative was conducted at a public tertiary hospital in Pakistan from January 2023 to June 2024. Interventions included protocol development, vendor-supported training, remote mentorship, and structured diagnostic review. Metrics such as radiation dose, tube voltage optimization, diagnostic error rate (DER), and sedation-related adverse events (SER) were monitored using run charts and paired t tests. Diagnostic discrepancies were classified using a structured taxonomy. A total of 118 congenital CCT scans were performed. Median dose length product declined from 915 to 62 mGy*cm (p < 0.001). Tube voltage optimization improved from 0% to 100% (p < 0.001). DER decreased from 9 to 0% and SER declined from 6 to 0%. Improvements were sustained in 152 post intervention scans. Indication appropriateness remained at 98% with no further DER and SER. Congenital CCT services can be safely implemented in low-resource settings using structured QI methods, mentorship, and multidisciplinary collaboration. This model may be applicable across similar healthcare environments.
Indexed as
Identifiers
40844615What OpenQuestion holds
Registered trials
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.