RSDNet: Learning to predict remaining surgery duration from laparoscopic videos without manual annotations

AP Twinanda, G Yengera, D Mutter… - IEEE transactions on …, 2018 - ieeexplore.ieee.org
Accurate surgery duration estimation is necessary for optimal OR planning, which plays an
important role in patient comfort and safety as well as resource optimization. It is, however …

Effect of a predictive model on planned surgical duration accuracy, patient wait time, and use of presurgical resources: a randomized clinical trial

CT Strömblad, RG Baxter-King, A Meisami… - JAMA …, 2021 - jamanetwork.com
Importance Accurate surgical scheduling affects patients, clinical staff, and use of physical
resources. Although numerous retrospective analyses have suggested a potential for …

A machine learning approach to predicting case duration for robot-assisted surgery

B Zhao, RS Waterman, RD Urman… - Journal of medical …, 2019 - Springer
Robot-assisted surgery (RAS) requires a large capital investment by healthcare
organizations. The cost of a robotic unit is fixed, so institutions must maximize use of each …

Integrated anesthesiologist and room scheduling for surgeries: Methodology and application

S Rath, K Rajaram, A Mahajan - Operations Research, 2017 - pubsonline.informs.org
We consider the problem of minimizing daily expected resource usage and overtime costs
across multiple parallel resources such as anesthesiologists and operating rooms, which …

Optimizing operation room utilization—a prediction model

B Abbou, O Tal, G Frenkel, R Rubin… - Big Data and Cognitive …, 2022 - mdpi.com
Background: Operating rooms are the core of hospitals. They are a primary source of
revenue and are often seen as one of the bottlenecks in the medical system. Many efforts …

[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 …

Case study of the prediction of elective surgery durations in a New Zealand teaching hospital

KW Soh, C Walker, M O'Sullivan… - … Journal of Health …, 2020 - Wiley Online Library
We present an elective surgery redesign project involving several New Zealand hospitals
that is primarily data‐driven. One of the project objectives is to improve the predictions of …

Deep neural networks predict remaining surgery duration from cholecystectomy videos

I Aksamentov, AP Twinanda, D Mutter… - … Image Computing and …, 2017 - Springer
For every hospital, it is desirable to fully utilize its operating room (OR) capacity. Inaccurate
planning of OR occupancy impacts patient comfort, safety and financial turnover of the …

Predicting procedure duration of colorectal endoscopic submucosal dissection at Western endoscopy centers

H Dang, N Dekkers, EW Steyerberg… - Endoscopy …, 2023 - thieme-connect.com
Background and study aims Overcoming logistical obstacles for the implementation of
colorectal endoscopic submucosal dissection (ESD) requires accurate prediction of …

A robust estimation model for surgery durations with temporal, operational, and surgery team effects

E Kayış, TT Khaniyev, J Suermondt… - Health care management …, 2015 - Springer
For effective operating room (OR) planning, surgery duration estimation is critical.
Overestimation leads to underutilization of expensive hospital resources (eg, OR time) …