Applied Artificial Intelligence in Healthcare: A Review of Computer Vision Technology Application in Hospital Settings.
Heidi LindrothKeivan NalaieRoshini RaghuIván Nicolas AyalaCharles BuschAnirban BhattacharyyaPablo Moreno FrancoDaniel A DiedrichBrian W PickeringVitaly HerasevichPublished in: Journal of imaging (2024)
Computer vision (CV), a type of artificial intelligence (AI) that uses digital videos or a sequence of images to recognize content, has been used extensively across industries in recent years. However, in the healthcare industry, its applications are limited by factors like privacy, safety, and ethical concerns. Despite this, CV has the potential to improve patient monitoring, and system efficiencies, while reducing workload. In contrast to previous reviews, we focus on the end-user applications of CV. First, we briefly review and categorize CV applications in other industries (job enhancement, surveillance and monitoring, automation, and augmented reality). We then review the developments of CV in the hospital setting, outpatient, and community settings. The recent advances in monitoring delirium, pain and sedation, patient deterioration, mechanical ventilation, mobility, patient safety, surgical applications, quantification of workload in the hospital, and monitoring for patient events outside the hospital are highlighted. To identify opportunities for future applications, we also completed journey mapping at different system levels. Lastly, we discuss the privacy, safety, and ethical considerations associated with CV and outline processes in algorithm development and testing that limit CV expansion in healthcare. This comprehensive review highlights CV applications and ideas for its expanded use in healthcare.
Keyphrases
- healthcare
- artificial intelligence
- deep learning
- big data
- machine learning
- patient safety
- mechanical ventilation
- case report
- health information
- acute care
- adverse drug
- magnetic resonance
- computed tomography
- acute respiratory distress syndrome
- multidrug resistant
- randomized controlled trial
- magnetic resonance imaging
- risk assessment
- high resolution
- public health
- decision making
- emergency department
- mass spectrometry
- social media
- systematic review
- respiratory failure
- human health
- extracorporeal membrane oxygenation
- amino acid