Deploying automated X-ray analysis systems in low-resource healthcare settings may face the following challenges and limitations:
Infrastructure: Limited access to high-speed internet, power outages, and outdated hardware can hinder the deployment and performance of automated systems. Addressing this requires investing in infrastructure upgrades and potentially utilizing cloud-based solutions.
Data Quality: Inadequate or poor-quality x-ray images can impact the accuracy of automated analysis systems. Implementing image enhancement techniques and quality control measures can help mitigate this issue.
Expertise: Low-resource settings may lack trained personnel to operate and maintain the automated systems. Providing training and support to local healthcare staff can address this challenge.
Cost: The initial setup and maintenance costs of automated systems can be prohibitive for low-resource settings. Exploring cost-effective solutions, partnerships with organizations, and government support can help overcome this barrier.