Interface, information, interaction: a narrative review of design and functional requirements for clinical decision support

K Miller, D Mosby, M Capan, R Kowalski… - Journal of the …, 2018 - academic.oup.com
Objective Provider acceptance and associated patient outcomes are widely discussed in the
evaluation of clinical decision support systems (CDSSs), but critical design criteria for tools …

The design of decisions: Matching clinical decision support recommendations to Nielsen's design heuristics

K Miller, M Capan, D Weldon, Y Noaiseh… - International journal of …, 2018 - Elsevier
Objective While general design heuristics exist for graphic user interfaces, it remains a
challenge to facilitate the implementation of these heuristics for the design of clinical …

Objective measures of workload in healthcare: a narrative review

D Fishbein, S Nambiar, K McKenzie… - International Journal of …, 2019 - emerald.com
Purpose Workload is a critical concept in the evaluation of performance and quality in
healthcare systems, but its definition relies on the perspective (eg individual clinician-level …

Early diagnosis and prediction of sepsis shock by combining static and dynamic information using convolutional-LSTM

C Lin, Y Zhang, J Ivy, M Capan, R Arnold… - 2018 IEEE …, 2018 - ieeexplore.ieee.org
Deep neural network models, especially Long Short Term Memory (LSTM), have shown
great success in analyzing Electronic Health Records (EHRs) due to their ability to capture …

Recent temporal pattern mining for septic shock early prediction

F Khoshnevisan, J Ivy, M Capan… - 2018 IEEE …, 2018 - ieeexplore.ieee.org
Sepsis is a leading cause of in-hospital death over the world and septic shock, the most
severe complication of sepsis, reaches a mortality rate as high as 50%. Early diagnosis and …

From data to improved decisions: operations research in healthcare delivery

M Capan, A Khojandi, BT Denton… - Medical Decision …, 2017 - journals.sagepub.com
Background. The Operations Research Interest Group (ORIG) within the Society of Medical
Decision Making (SMDM) is a multidisciplinary interest group of professionals that …

Evaluation of user-interface alert displays for clinical decision support systems for sepsis

D Long, M Capan, S Mascioli, D Weldon, R Arnold… - Critical care nurse, 2018 - AACN
BACKGROUND Hospitals are increasingly turning to clinical decision support systems for
sepsis, a life-threatening illness, to provide patient-specific assessments and …

Lstm for septic shock: Adding unreliable labels to reliable predictions

Y Zhang, C Lin, M Chi, J Ivy, M Capan… - … Conference on Big …, 2017 - ieeexplore.ieee.org
Sepsis is a leading cause of death over the world and septic shock, the most severe
complication of sepsis, reaches a mortality rate as high as 50%. Early diagnosis and …

[HTML][HTML] Individualizing and optimizing the use of early warning scores in acute medical care for deteriorating hospitalized patients

M Capan, JS Ivy, T Rohleder, J Hickman… - Resuscitation, 2015 - Elsevier
Aim While early warning scores (EWS) have the potential to identify physiological
deterioration in an acute care setting, the implementation of EWS in clinical practice has yet …

[HTML][HTML] Time series analysis for forecasting hospital census: Application to the neonatal intensive care unit

M Capan, S Hoover, EV Jackson… - Applied clinical …, 2016 - thieme-connect.com
Accurate prediction of future patient census in hospital units is essential for patient safety,
health outcomes, and resource planning. Forecasting census in the Neonatal Intensive Care …