Automated Notification of Relevant Expected or Incidental Findings in Imaging Exams in a Verticalized Healthcare System.
Edivaldo Nery de Oliveira FilhoFabrício Próspero MachadoMaria Fernanda Arruda AlmeidaPaula Nicole Vieira Pinto BarbosaPublished in: Journal of medical systems (2022)
To describe the implementation of a standardized code system for notification of relevant expected or incidental findings in imaging exams and use of an automated textual mining tool of radiological report narratives, created to facilitate directing patients to specific lines of care, reducing the waiting time for interventions, consultations, and minimizing delays to treatment. We report our 12-month initial experience with the process. A standardized code was attached to every radiology report when a relevant finding was observed. On a daily basis, the notifications was sent to a dedicated medical team to review the notified abnormality and decide a proper action. Between October 1, 2020, and September 30, 2021, 40,296 sectional examinations (CT and MR scans) were evaluated in 35,944 patients. The main findings reported were calcified plaques on the trunk of the left coronary artery or trunk like, pulmonary nodule/mass and suspected liver disease. Data of follow-up was available in 10,019 patients. The age ranged from 24 to 101 years (mean of 71.3 years) and 6,626 were female (66.1%). In 2,548 patients a complementary study or procedure was indicated, and 3,300 patients were referred to a specialist. Customized database searches looking for critical or relevant findings may facilitate patient referral to specific care lines, reduce the waiting time for interventions or consultations, and minimize delays to treatment.
Keyphrases
- end stage renal disease
- healthcare
- ejection fraction
- chronic kidney disease
- newly diagnosed
- coronary artery
- peritoneal dialysis
- palliative care
- computed tomography
- emergency department
- quality improvement
- pulmonary hypertension
- primary care
- pulmonary embolism
- machine learning
- photodynamic therapy
- patient reported outcomes
- case report
- pet ct
- pulmonary artery
- smoking cessation
- chronic pain
- artificial intelligence
- single cell