TY - GEN
T1 - A framework to design successful clinical decisionsupport systems
AU - Zikos, Dimitrios
N1 - Publisher Copyright:
© 2017 ACM.
PY - 2017/6/21
Y1 - 2017/6/21
N2 - This paper presents seven principles for successful modeling of the clinical process, forming a framework for clinical decision support systems design. Modeling methods should incorporate data interactions during clinical decisions and should mimic the cognitive skills of clinicians. Predictive models need to be interactive, regenerating predictions in response to new clinical information, or clinician feedback. Any decision support method needs to consider trends of physiological measurements. Temporal trends can be stronger predictors of health outcomes, than cross sectional values. Finally, clinical decision support methods should be outcomes based, in an effort to avoid a 'historical decision' bias. These principles, can contribute to optimized modeling methodologies in healthcare settings, improving the response of health systems to decision making challenges.
AB - This paper presents seven principles for successful modeling of the clinical process, forming a framework for clinical decision support systems design. Modeling methods should incorporate data interactions during clinical decisions and should mimic the cognitive skills of clinicians. Predictive models need to be interactive, regenerating predictions in response to new clinical information, or clinician feedback. Any decision support method needs to consider trends of physiological measurements. Temporal trends can be stronger predictors of health outcomes, than cross sectional values. Finally, clinical decision support methods should be outcomes based, in an effort to avoid a 'historical decision' bias. These principles, can contribute to optimized modeling methodologies in healthcare settings, improving the response of health systems to decision making challenges.
KW - Clinical decision support system
KW - Decision making
KW - Healthcare quality
KW - Systems design
KW - Theoretical framework
UR - http://www.scopus.com/inward/record.url?scp=85024844777&partnerID=8YFLogxK
U2 - 10.1145/3056540.3064960
DO - 10.1145/3056540.3064960
M3 - Conference contribution
AN - SCOPUS:85024844777
T3 - ACM International Conference Proceeding Series
SP - 185
EP - 188
BT - 10th ACM International Conference on PErvasive Technologies Related to Assistive Environments, PETRA 2017
PB - Association for Computing Machinery
Y2 - 21 June 2017 through 23 June 2017
ER -