TY - GEN
T1 - Tadpole
T2 - 2024 IEEE Healthcare Innovations and Point of Care Technologies, HI-POCT 2024
AU - Pungitore, Sarah
AU - Subbian, Vignesh
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - Temporal models that use timestamped data from electronic health record (EHR) systems could enhance patient outcomes and reduce costs in point-of-care (POC) settings, especially for complex prediction tasks. However, a major obstacle to their widespread use is data drifts, which are changes in how input data relates to target outcomes. Currently, no studies have systematically categorized these data drifts for temporal EHR models or identified the key questions needed to address their impact. This study aims to create a conceptual framework, TADPole, for characterizing data drifts specifically for temporal models in POC environments.
AB - Temporal models that use timestamped data from electronic health record (EHR) systems could enhance patient outcomes and reduce costs in point-of-care (POC) settings, especially for complex prediction tasks. However, a major obstacle to their widespread use is data drifts, which are changes in how input data relates to target outcomes. Currently, no studies have systematically categorized these data drifts for temporal EHR models or identified the key questions needed to address their impact. This study aims to create a conceptual framework, TADPole, for characterizing data drifts specifically for temporal models in POC environments.
UR - http://www.scopus.com/inward/record.url?scp=105000170014&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=105000170014&partnerID=8YFLogxK
U2 - 10.1109/HI-POCT64255.2024.10876202
DO - 10.1109/HI-POCT64255.2024.10876202
M3 - Conference contribution
AN - SCOPUS:105000170014
T3 - 2024 IEEE Healthcare Innovations and Point of Care Technologies, HI-POCT 2024
SP - 25
EP - 28
BT - 2024 IEEE Healthcare Innovations and Point of Care Technologies, HI-POCT 2024
PB - Institute of Electrical and Electronics Engineers Inc.
Y2 - 19 September 2024 through 20 September 2024
ER -