Forecasting ICU Census by Combining Time Series and Survival Models.

Unlabelled: Capacity planning of ICUs is essential for effective management of health safety, quality of patient care, and the allocation of ICU resources. Whereas ICU length of stay (LOS) may be estimated using patient information such as severity of illness scoring systems, ICU census is impacted by both patient LOS and arrival patterns. We set out to develop and evaluate an ICU census forecasting algorithm using the Multiple Organ Dysfunction Score (MODS) and the Nine Equivalents of Nursing Manpower Use Score (NEMS) for capacity planning purposes.

Eye trackers in a virtual laparoscopic training environment.

Virtual laparoscopic training systems have been shown to differentiate between the skills of experienced and novice laparoscopic surgeons. Measures such as total number of errors and completion time are used to assess skill, but these metrics do not give much insight into the processes behind skilled behavior in simulated laparoscopic tasks. The eye gaze of 2 groups of subjects, one experienced with laparoscopic surgery, and the other with no experience, was recorded while they performed an aiming task in a virtual laparoscopic trainer.