Medizinische Universität Graz Austria/Österreich - Forschungsportal - Medical University of Graz
Gewählte Publikation:
SHR Neuro Krebs Kardio Lipid Stoffw Microb
Kramer, D; Veeranki, S; Hayn, D; Quehenberger, F; Leodolter, W; Jagsch, C; Schreier, G.
Development and Validation of a Multivariable Prediction Model for the Occurrence of Delirium in Hospitalized Gerontopsychiatry and Internal Medicine Patients.
Stud Health Technol Inform. 2017; 236:32-39
PubMed
- Co-Autor*innen der Med Uni Graz
- Jagsch Christian
- Quehenberger Franz
- Altmetrics:
- Dimensions Citations:
- Plum Analytics:
- Abstract:
- Delirium is an acute confusion condition, which is common in elderly and often misdiagnosed in hospitalized patients. Early identification and prevention of delirium could reduce morbidity and mortality rates in those affected and reduce hospitalization costs. We have developed and validated a multivariate prediction model that predicts delirium and gives an early warning to physicians. A large set of patient electronic medical records have been used in developing the models. Classical learning algorithms have been used to develop the models and compared the results. Excellent results were obtained with the feature set and parameter settings attaining accuracy of 84%.
- Find related publications in this database (using NLM MeSH Indexing)
- Acute Disease - administration & dosage
- Algorithms - administration & dosage
- Delirium - administration & dosage
- Electronic Health Records - administration & dosage
- Forecasting - administration & dosage
- Hospitalization - administration & dosage
- Humans - administration & dosage