TY - GEN
T1 - Capturing human intelligence for modelling cognitive-based clinical decision support agents
AU - Rezaei-Yazdi, Ali
AU - Buckingham, Christopher D.
N1 - Copyright:Springer
PY - 2018/4/19
Y1 - 2018/4/19
N2 - The success of intelligent agents in clinical care depends on the degree to which they represent and work with human decision makers. This is particularly important in the domain of clinical risk assessment where such agents either conduct the task of risk evaluation or support human clinicians with the task. This paper provides insights into how to understand and capture the cognitive processes used by clinicians when collecting the most important data about a person’s risks. It attempts to create some theoretical foundations for developing clinically justifiable and reliable decision support systems for initial risk screening. The idea is to direct an assessor to the most informative next question depending on what has already been asked using a mixture of probabilities and heuristics. The method was tested on anonymous mental health data collected by the GRiST risk and safety tool (www.egrist.org).
AB - The success of intelligent agents in clinical care depends on the degree to which they represent and work with human decision makers. This is particularly important in the domain of clinical risk assessment where such agents either conduct the task of risk evaluation or support human clinicians with the task. This paper provides insights into how to understand and capture the cognitive processes used by clinicians when collecting the most important data about a person’s risks. It attempts to create some theoretical foundations for developing clinically justifiable and reliable decision support systems for initial risk screening. The idea is to direct an assessor to the most informative next question depending on what has already been asked using a mixture of probabilities and heuristics. The method was tested on anonymous mental health data collected by the GRiST risk and safety tool (www.egrist.org).
KW - Clinical decision support systems
KW - Clinical intelligence
KW - Dynamic data collection
KW - eHealth
KW - Healthcare
KW - Intelligent agents
KW - Risk assessment
UR - http://www.scopus.com/inward/record.url?scp=85045988865&partnerID=8YFLogxK
UR - https://link.springer.com/chapter/10.1007%2F978-3-319-90418-4_9
U2 - 10.1007/978-3-319-90418-4_9
DO - 10.1007/978-3-319-90418-4_9
M3 - Conference publication
AN - SCOPUS:85045988865
SN - 9783319904177
VL - 732
T3 - Communications in Computer and Information Science
SP - 105
EP - 116
BT - Artificial Life and Intelligent Agents - Second International Symposium, ALIA 2016, Revised Selected Papers
PB - Springer
T2 - 2nd International Symposium on Artificial Life and Intelligent Agents, ALIA 2016
Y2 - 14 June 2016 through 15 June 2016
ER -