TY - GEN
T1 - Provision of Decision Support Through Continuous Prediction of Recurring Clinical Actions
AU - Weisman Raymond, Michal
AU - Shahar, Yuval
N1 - Publisher Copyright: © 2023 The authors and IOS Press.
PY - 2023/6/29
Y1 - 2023/6/29
N2 - We propose a framework for provision of decision support through the continuous prediction of recurring targets, in particular clinical actions, which can potentially occur more than once in the patient's longitudinal clinical record. We first perform an abstraction of the patient's raw time-stamped data into intervals. Then, we partition the patient's timeline into time windows, and perform frequent temporal patterns mining in the features' window. Finally, we use the discovered patterns as features for a prediction model. We demonstrate the framework on the task of treatment prediction in the Intensive Care Unit, in the domains of Hypoglycemia, Hypokalemia and Hypotension.
AB - We propose a framework for provision of decision support through the continuous prediction of recurring targets, in particular clinical actions, which can potentially occur more than once in the patient's longitudinal clinical record. We first perform an abstraction of the patient's raw time-stamped data into intervals. Then, we partition the patient's timeline into time windows, and perform frequent temporal patterns mining in the features' window. Finally, we use the discovered patterns as features for a prediction model. We demonstrate the framework on the task of treatment prediction in the Intensive Care Unit, in the domains of Hypoglycemia, Hypokalemia and Hypotension.
KW - Clinical Decision Support
KW - Machine Learning
KW - Temporal Data Mining
UR - http://www.scopus.com/inward/record.url?scp=85164231885&partnerID=8YFLogxK
U2 - https://doi.org/10.3233/SHTI230462
DO - https://doi.org/10.3233/SHTI230462
M3 - Conference contribution
C2 - 37386996
T3 - Studies in Health Technology and Informatics
SP - 200
EP - 203
BT - Healthcare Transformation with Informatics and Artificial Intelligence
A2 - Mantas, John
A2 - Gallos, Parisis
A2 - Zoulias, Emmanouil
A2 - Hasman, Arie
A2 - Househ, Mowafa S.
A2 - Charalampidou, Martha
A2 - Magdalinou, Andriana
PB - IOS Press BV
T2 - 21st International Conference on Informatics, Management, and Technology in Healthcare, ICIMTH 2023
Y2 - 1 July 2023 through 3 July 2023
ER -