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Key performance indicators in emergency department simulation: a scoping review.

Scand J Trauma Resusc Emerg Med

January 2025

Health Services Management Research Center, Institute for Futures Studies in Health, Kerman University of Medical Sciences, Kerman, Iran.

Background: One way to measure emergency department (ED) performance is using key performance indicators (KPIs). Thus, identifying reliable KPIs can be critical in appraising ED performance. This study aims to introduce and classify the KPIs related to ED in simulations through the Balanced Scorecard (BSC) framework.

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Objective: To review pediatric artificial intelligence (AI) implementation studies from 2010-2021 and analyze reported performance measures.

Methods: We searched PubMed/Medline, Embase CINHAL, Cochrane Library CENTRAL, IEEE and Web of Science with controlled vocabulary.

Inclusion Criteria: AI intervention in a pediatric clinical setting that learns from data (i.

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Background And Objectives: Operating rooms (ORs) are critical for hospital revenue and cost management, with utilization efficiency directly affecting financial outcomes. Traditional surgical scheduling often results in suboptimal OR use. We aim to build a machine learning (ML) model to predict incision times for robotic-assisted hysterectomies, enhancing scheduling accuracy and hospital finances.

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Purpose: US nonprofit hospitals must provide community benefits including financial assistance to be tax-exempt. Rural residents particularly benefit from financial assistance because they have higher medical debt on average. The Internal Revenue Service allows nonprofit hospitals that are members of health systems to report expenditures for their entire system (group returns) rather than for individual hospitals.

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Goal: This study aimed to compare the value of tax exemptions and community benefits across various nonprofit hospitals and show how hospital and geographical characteristics can explain the values.

Methods: Data from 2017 to 2021 Internal Revenue Service Form 990s were used to evaluate 17 types of community benefits in nonprofit hospitals and assess six categories of tax benefits. Descriptive analyses compared charity care, community benefits, and estimated tax exemptions among nonprofit hospitals while considering variations in teaching status, location (rurality), and US region.

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