AIMC Topic: Length of Stay
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An explainable machine learning framework for lung cancer hospital length of stay prediction.
Scientific reports
Jan 12, 2022
This work introduces a predictive Length of Stay (LOS) framework for lung cancer patients using machine learning (ML) models. The framework proposed to deal with imbalanced datasets for classification-based approaches using electronic healthcare reco...
Unstructured clinical notes within the 24 hours since admission predict short, mid & long-term mortality in adult ICU patients.
PloS one
Jan 6, 2022
Mortality prediction for intensive care unit (ICU) patients is crucial for improving outcomes and efficient utilization of resources. Accessibility of electronic health records (EHR) has enabled data-driven predictive modeling using machine learning....
A Single Institution's Experience With Robotic Minor and Major Hepatectomy.
The American surgeon
Nov 19, 2021
BACKGROUND: Minimally invasive liver resection is gradually becoming the preferred technique to treat liver tumors due its salutary benefits when compared with traditional "open" method. While robotic technology improves surgeon dexterity to better p...
Short-term outcomes in robot-assisted compared to laparoscopic colon cancer resections: a systematic review and meta-analysis.
Surgical endoscopy
Nov 1, 2021
BACKGROUND: Robot-assisted surgery is increasingly adopted in colorectal surgery. However, evidence for the implementation of robot-assisted surgery for colon cancer is sparse. This study aims to evaluate the short-term outcomes of robot-assisted col...
Machine learning in the prediction of medical inpatient length of stay.
Internal medicine journal
Oct 27, 2021
Length of stay (LOS) estimates are important for patients, doctors and hospital administrators. However, making accurate estimates of LOS can be difficult for medical patients. This review was conducted with the aim of identifying and assessing previ...
Level 2a evidence comparing robotic versus laparoscopic left lateral hepatic sectionectomy: a meta-analysis.
Langenbeck's archives of surgery
Oct 26, 2021
OBJECTIVES: To evaluate comparative outcomes of robotic and laparoscopic left lateral hepatic sectionectomy (LLS).
Prediction of Readmission in Geriatric Patients From Clinical Notes: Retrospective Text Mining Study.
Journal of medical Internet research
Oct 19, 2021
BACKGROUND: Prior literature suggests that psychosocial factors adversely impact health and health care utilization outcomes. However, psychosocial factors are typically not captured by the structured data in electronic medical records (EMRs) but are...
Robotic thymectomy: A surgical point of view.
Multimedia manual of cardiothoracic surgery : MMCTS
Oct 7, 2021
Robotic thymectomy is the most innovative surgical approach for treating disease of the anterior mediastinum. Robotic surgery offers low postoperative morbidity, faster recovery, shorter hospital stay, and better cosmetic results, without compromisin...
Short-term and pathologic outcomes of robotic versus open pancreatoduodenectomy for periampullary and pancreatic head malignancy: an early experience.
Journal of robotic surgery
Sep 21, 2021
Open pancreatoduodenectomy (OPD) is associated with high perioperative morbidity. Adoption of robot-assisted pancreatoduodenectomy (RAPD) has been slow despite ergonomic advantages, improved visualization and dexterity. We aim to report our experienc...
Implementing an Individual-Centric Discharge Process across Singapore Public Hospitals.
International journal of environmental research and public health
Aug 17, 2021
Singapore is one of the first known countries to implement an individual-centric discharge process across all public hospitals to manage frequent admissions-a perennial challenge for public healthcare, especially in an aging population. Specifically,...
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