Artificial intelligence: a new tool in operating room management. Role of machine learning models in operating room optimization

V Bellini, M Guzzon, B Bigliardi, M Mordonini… - Journal of medical …, 2020 - Springer
We conducted a systematic review of literature to better understand the role of new
technologies in the perioperative period; in particular we focus on the administrative and …

Operating room performance optimization metrics: a systematic review

AM Schouten, SM Flipse… - Journal of Medical …, 2023 - Springer
Literature proposes numerous initiatives for optimization of the Operating Room (OR).
Despite multiple suggested strategies for the optimization of workflow on the OR, its patients …

Analyzing the key performance indicators of circular supply chains by hybrid fuzzy cognitive mapping and Fuzzy DEMATEL: evidence from healthcare sector

AH Dolatabad, HA Mahdiraji, AZ Babgohari… - Environment …, 2022 - Springer
This study presents a multi-layer fuzzy-based decision-making approach to enhance the
hospital Circular Supply Chain (CSC) performance by focusing on intensive care units (ICU) …

[HTML][HTML] Continuous real-time prediction of surgical case duration using a modular artificial neural network

Y Jiao, B Xue, C Lu, MS Avidan… - British journal of …, 2022 - Elsevier
Background Real-time prediction of surgical duration can inform perioperative decisions and
reduce surgical costs. We developed a machine learning approach that continuously …

[HTML][HTML] Global prevalence and reasons for case cancellation on the intended day of surgery: a systematic review and meta-analysis

SM Abate, YA Chekole, SY Minaye, B Basu - International Journal of …, 2020 - Elsevier
Background Cancellation of operation on the intended day of surgery affects the efficiency of
Operation Room which incurs a significant financial loss for the patient, hospital, and health …

Performance indicator selection for operating room supply chains: An application of ANP

K Moons, G Waeyenbergh, L Pintelon… - Operations Research for …, 2019 - Elsevier
Manufacturing and maintenance processes significantly benefit from effective and integrated
Supply Chain Management (SCM). Recently, hospitals start to recognize the importance of …

Do mid‐level providers enhance hospital cost per discharge or triple aim performance efficiency? An exploratory analysis

AW Bonnett, GR Heim - Journal of Operations Management, 2024 - Wiley Online Library
Hospital administrators are shifting care delivery models toward an approach that uses more
caregivers in the form of mid‐level providers (MLPs), such as nurse practitioners, physician …

[HTML][HTML] An ensemble learning approach to improving prediction of case duration for spine surgery: algorithm development and validation

RA Gabriel, B Harjai, S Simpson, AL Du… - JMIR Perioperative …, 2023 - periop.jmir.org
Background Estimating surgical case duration accurately is an important operating room
efficiency metric. Current predictive techniques in spine surgery include less sophisticated …

Incidence and predictors of case cancellation within 24 h in patients scheduled for elective surgical procedures

K Wongtangman, O Azimaraghi, J Freda… - Journal of Clinical …, 2022 - Elsevier
Objective Avoidable case cancellations within 24 h reduce operating room (OR) efficiency,
add unnecessary costs, and may have physical and emotional consequences for patients …

Patient safety during joint replacement surgery: experiences of operating room nurses

A Nyberg, B Olofsson, V Otten, M Haney… - BMJ open …, 2021 - bmjopenquality.bmj.com
Background Avoidable complications for surgical patients still occur despite efforts to
improve patient safety processes in operating rooms. Analysis of experiences of operating …