Improving Early Identification of Significant Weight Loss Using Clinical Decision Support System in Lung Cancer Radiation Therapy.
Peijin HanSang Ho LeeKazumasa NoroJohn W HallerMinoru NakatsugawaShinya SugiyamaMichael BowersPranav LakshminarayananJeffrey HoffCole FriedesChen HuTodd R McNuttKhinh Ranh VoongJunghoon LeeRussell K HalesPublished in: JCO clinical cancer informatics (2021)
Machine learning-based CDSS showed the potential to improve SWL prediction in lung cancer RT. More investigation on a larger patient cohort is needed to properly interpret CDSS prediction performance and its benefit in clinical decision making.
Keyphrases
- clinical decision support
- radiation therapy
- machine learning
- weight loss
- decision making
- electronic health record
- bariatric surgery
- case report
- roux en y gastric bypass
- artificial intelligence
- gastric bypass
- squamous cell carcinoma
- big data
- locally advanced
- risk assessment
- radiation induced
- climate change
- adipose tissue
- physical activity
- obese patients
- rectal cancer