Article
Chemistry, Multidisciplinary
Widana Kankanamge Darsha Jayamini, Farhaan Mirza, M. Asif Naeem, Amy Hai Yan Chan
Summary: This study used machine learning to predict length of stay in asthma patients. The results showed that demographic, diagnostic, and temporal factors were associated with length of stay. The random forest algorithm performed well in predicting length of stay.
APPLIED SCIENCES-BASEL
(2022)
Review
Endocrinology & Metabolism
Preethika Ekanayake, Steven Edelman
Summary: The global prevalence and increasing incidence rates of type 2 diabetes (T2D) have significant impacts on healthcare costs and quality of life. However, the use of continuous subcutaneous insulin infusion (CSII), or insulin pump therapy, is underutilized in T2D management despite technological advances. This review examines the literature on CSII use in T2D patients, discusses potential benefits for specific patient groups, identifies challenges associated with CSII use, and proposes future research directions to expand its applicability to a broader T2D population.
DIABETES OBESITY & METABOLISM
(2023)
Article
Endocrinology & Metabolism
Werner Regittnig, Mathias Tschaikner, Alexandru-Cristian Tuca, Amra Simic, Juergen Feiel, Roland Schaller-Ammann, Alexander H. Licht, Miro Jungklaus, Thomas R. Pieber
Summary: The study revealed that insulin leads to a progressive increase in the resistance of subcutaneous tissue to fluid introduction, which has significant implications for the future design of insulin pumps and infusion sets.
DIABETES OBESITY & METABOLISM
(2022)
Review
Medicine, General & Internal
Swapna Gokhale, David Taylor, Jaskirath Gill, Yanan Hu, Nikolajs Zeps, Vincent Lequertier, Luis Prado, Helena Teede, Joanne Enticott
Summary: This study conducted a systematic review to assess the quality of risk prediction models for hospital length of stay (LOS) in general medicine and all admissions groups. It found that both machine learning and statistical modeling had good predictive performance, but there was limited external validation and poor overall study quality. Moving forward, there is a need to focus on quality methods, adopt existing guidelines, and conduct external validation before clinical application.
FRONTIERS IN MEDICINE
(2023)
Article
Endocrinology & Metabolism
Viral N. Shah, Halis K. Akturk, Hal Joseph, Nicole Schneider, Janet K. Snell-Bergeon
Summary: The study evaluated two methods of transition from an insulin pump to multiple daily injections using long-acting insulin degludec (IDeg), showing that patients who underwent overlap transition method achieved a significant improvement in time-in-range during the first week without increasing hypoglycemia rates.
DIABETES OBESITY & METABOLISM
(2021)
Article
Environmental Sciences
Zhiwei Li, Mengyang Liu, Zhiyuan Wu, Yue Liu, Weiming Li, Mengmeng Liu, Shiyun Lv, Siqi Yu, Yanshuang Jiang, Bo Gao, Xiaonan Wang, Xia Li, Wei Wang, Hualiang Lin, Xiuhua Guo, Xiangtong Liu
Summary: The study found that PM2.5 and PM10 are positively associated with hospital admissions, hospital cost, and length of stay for patients with cardiovascular diseases and comorbid diabetes mellitus. Policy changes to reduce air pollutants exposure may decrease CVD-DM admissions and lead to substantial savings in healthcare spending and length of stay.
ENVIRONMENT INTERNATIONAL
(2022)
Article
Clinical Neurology
Annie Roliz, Yash D. Shah, Sanjeev Kothare, Kanwaljit Singh, Sushil Talreja
Summary: This retrospective study on pediatric neurology unplanned admissions found that length of stay and hospital costs for children admitted for neurological conditions were influenced by factors such as multispecialty care, readmission, medication use, etc.
JOURNAL OF CHILD NEUROLOGY
(2021)
Article
Endocrinology & Metabolism
Kagan E. Karakus, Viral N. Shah, David Klonoff, Halis K. Akturk
Summary: This study aimed to evaluate the glycaemia risk index (GRI) and its association with other continuous glucose monitoring (CGM) metrics after initiation of an automated insulin delivery (AID) system. The study found that GRI was highly correlated with various CGM metrics above target range, but not below.
DIABETES OBESITY & METABOLISM
(2023)
Article
Psychiatry
Marcellinus Kim, Matthew Holton, Arianne Sweeting, Eyza Koreshe, Kevin McGeechan, Jane Miskovic-Wheatley
Summary: This study aims to develop models to assess the clinical utility of health administrative data in adult eating disorder emergency presentations and length of stay. The results show that health administrative data can describe associations and predict admissions and length of stay. Utilizing health administrative data in this way is an efficient process for assessing impacts of multiple factors on patient care and predicting health care outcomes.
Review
Health Care Sciences & Services
Swapna Gokhale, David Taylor, Jaskirath Gill, Yanan Hu, Nikolajs Zeps, Vincent Lequertier, Helena Teede, Joanne Enticott
Summary: This systematic review assessed the method, quality, and performance of prediction models for length of stay (LOS) in general surgery and total knee arthroplasty (TKA) populations. The results showed that these risk prediction models were rarely externally validated with poor study quality, mainly due to poor reporting. However, both machine learning and statistical modelling methods, as well as meta-analysis, demonstrated acceptable to good predictive performance, which is encouraging.
Article
Computer Science, Information Systems
Md. Mahbubur Rahman, Dipanjali Kundu, Sayma Alam Suha, Umme Raihan Siddiqi, Samrat Kumar Dey
Summary: This study proposes a federated machine learning-based model for predicting patients' length of stay (LOS) in hospitals. The model combines locally trained models from decentralized and heterogeneous hospital clients while maintaining data privacy. The findings show that the aggregated model with federated learning has more reliable predictive performance, and integrating more clients' parameters improves the model's performance.
JOURNAL OF KING SAUD UNIVERSITY-COMPUTER AND INFORMATION SCIENCES
(2022)
Article
Endocrinology & Metabolism
Jasmin R. Kastner, Nisha Venkatesh, Katie Brown, Douglas B. Muchmore, Elif Ekinci, Spiros Fourlanos, Jeffrey Joseph, Miami Shafeeq, Leon Shi, Poul Strange, Paul J. Strasma, David N. O'Neal
Summary: This study aimed to assess the feasibility of a prototype insulin infusion set for extended wear in adults with type 1 diabetes. The results showed that the participants were able to wear the infusion set for an average of 6.6 days, with 88% of sets being worn for 7 days. No serious adverse events were reported. However, there was a deterioration in glucose control after the third day of wear.
DIABETES OBESITY & METABOLISM
(2022)
Article
Endocrinology & Metabolism
Amra Simic, Pernelle K. Schondorff, Tobias Stumpe, Matthias Heschel, Werner Regittnig, Tina Poettler, Daniela Ninaus, Thomas Augustin, Andrea Groselj-Strele, Thomas R. Pieber, Julia K. Mader
Summary: The study confirmed the efficacy and safety of the novel extended-wear infusion set over 7 days in adults with type 1 diabetes, showing that prolonged wear can improve the quality of life for insulin pump users.
DIABETES OBESITY & METABOLISM
(2021)
Article
Peripheral Vascular Disease
Shreya Srivastava, Bhargav Vemulapalli, Alexis K. Okoh, John Kassotis
Summary: This study aimed to examine the impact of household income on admission frequency and length of stay among patients with hypertensive crisis. The study found that patients with lower income were more likely to be admitted, while those with higher income exhibited a longer length of stay.
JOURNAL OF HYPERTENSION
(2022)
Article
Public, Environmental & Occupational Health
Xinchen Ke, Wenrui Lin, Daishi Li, Shuang Zhao, Mingliang Chen, Yi Xiao, Xiang Chen, Minxue Shen, Juan Su
Summary: This study described the economic burden of melanoma patients in Hunan province, China, and investigated the factors influencing hospitalization spending and length of stay in patients undergoing melanoma surgery. The findings showed that melanoma imposes a heavy economic burden on patients, with middle-aged men with melanoma on the limbs experiencing the highest financial burden.
FRONTIERS IN PUBLIC HEALTH
(2022)