Effectiveness of practices to support appropriate laboratory test utilization: a laboratory medicine best practices systematic review and meta-analysis

M Rubinstein, R Hirsch… - American journal of …, 2018 - academic.oup.com
Objectives To evaluate the effectiveness of practices used to support appropriate clinical
laboratory test utilization. Methods This review followed the Centers for Disease Control and …

Interventions to improve appropriateness of laboratory testing in the intensive care unit: a narrative review

L Devis, E Catry, PM Honore, A Mansour, G Lippi… - Annals of intensive …, 2024 - Springer
Healthcare expenses are increasing, as is the utilization of laboratory resources. Despite
this, between 20% and 40% of requested tests are deemed inappropriate. Improper use of …

Strategies to reduce inappropriate laboratory blood test orders in intensive care are effective and safe: a before-and-after quality improvement study

JA Dhanani, AG Barnett, J Lipman… - … and intensive care, 2018 - journals.sagepub.com
Unnecessary pathology tests performed in intensive care units (ICU) might lead to increased
costs of care and potential patient harm due to unnecessary phlebotomy. We hypothesised …

Dynamic measurement scheduling for event forecasting using deep RL

CH Chang, M Mai… - … Conference on Machine …, 2019 - proceedings.mlr.press
Imagine a patient in critical condition. What and when should be measured to forecast
detrimental events, especially under the budget constraints? We answer this question by …

Reducing unnecessary testing in the intensive care unit by choosing wisely

RM Kleinpell, JC Farmer… - Acute and Critical …, 2018 - pmc.ncbi.nlm.nih.gov
Overuse of laboratory and X-ray testing is common in the intensive care unit (ICU). This
review highlights focused strategies for critical care clinicians as outlined by the Critical Care …

Analysis of daily laboratory orders at a large urban academic center: a multifaceted approach to changing test ordering patterns

JW Rudolf, AS Dighe, CM Coley… - American journal of …, 2017 - academic.oup.com
Objectives We sought to address concerns regarding recurring inpatient laboratory test
order practices (daily laboratory tests) through a multifaceted approach to changing ordering …

Rational clinical pathology assessment in the intensive care unit

KS Rachakonda, M Parr, A Aneman… - … and Intensive Care, 2017 - journals.sagepub.com
Blood tests are ordered on a daily basis in intensive care units (ICU). There are no widely
accepted guidelines for testing requirements. This study investigated the impact on ICU …

Measurement Scheduling for ICU Patients with Offline Reinforcement Learning

Z Ji, A Goldenberg, RG Krishnan - arXiv preprint arXiv:2402.07344, 2024 - arxiv.org
Scheduling laboratory tests for ICU patients presents a significant challenge. Studies show
that 20-40% of lab tests ordered in the ICU are redundant and could be eliminated without …

Choosing wisely

C Wisely - 2021 - qualityhealth.org
▪ Variation exists. Often the rates between the lowest and highest performing counties vary
by more than twofold.▪ Overuse is a common problem.▪ Where you live may influence the …

Choosing wisely in critical care: a national survey of critical care nurses

CA Wiencek, R Kleinpell, M Moss, CN Sessler - American Journal of Critical …, 2019 - AACN
Background To promote the use of appropriate testing, and decrease unnecessary
treatments, the ABIM Foundation established the Choosing Wisely campaign in 2012 …