Combining simulation models and machine learning in healthcare management: strategies and applications

AM Ponsiglione, P Zaffino, C Ricciardi… - Progress in …, 2024 - iopscience.iop.org
Simulation models and artificial intelligence (AI) are largely used to address healthcare and
biomedical engineering problems. Both approaches showed promising results in the …

[HTML][HTML] A forecasting approach for hospital bed capacity planning using machine learning and deep learning with application to public hospitals

Y Mahmoudian, A Nemati, AS Safaei - Healthcare Analytics, 2023 - Elsevier
Abstract Hospital Bed Capacity (HBC) planning affects economic and social sustainability in
healthcare through bed capacity efficiency and medical treatment accessibility …

Optimizing inpatient bed management in a rural community-based hospital: a quality improvement initiative

BN Bartlett, NN Vanhoudt, H Wang… - BMC Health Services …, 2023 - Springer
Background Appropriate use of available inpatient beds is an ongoing challenge for US
hospitals. Historical capacity goals of 80% to 85% may no longer serve the intended …

Predictive Modeling of COVID-19 Intensive Care Unit Patient Flows and Nursing Complexity: A Monte Carlo Simulation Study

E Simoncini, A Jarry, A Moussion… - CIN: Computers …, 2023 - journals.lww.com
This study aimed to develop a Monte Carlo simulation model to forecast the number of ICU
beds needed for COVID-19 patients and the subsequent nursing complexity in a French …

Potilasvirran prosessi Pohjois-Karjalan hyvinvointialueen sairaalapalveluissa: kartoitus potilasvirran nykytilasta tilannekeskuksen tehtävänkuvan kehittämiseksi

E Rautiainen, H Utriainen - 2023 - theseus.fi
Soteuudistuksessa perustettiin hyvinvointialueita, joiden tehtävänä on muun muassa
kehittää saumattomia palveluja eri toimijoiden välille. Pohjois-Karjalan hyvinvointialueen …

[PDF][PDF] Healthcare Analytics

Y Mahmoudian, A Nemati, AS Safaei - researchgate.net
ABSTRACT Hospital Bed Capacity (HBC) planning affects economic and social
sustainability in healthcare through bed capacity efficiency and medical treatment …