Data drift in medical machine learning: implications and potential remedies

B Sahiner, W Chen, RK Samala… - The British Journal of …, 2023 - academic.oup.com
Data drift refers to differences between the data used in training a machine learning (ML)
model and that applied to the model in real-world operation. Medical ML systems can be …

The effect of thermoregulation quality improvement initiatives on the admission temperature of premature/very low birth‐weight infants in neonatal intensive care units …

D Donnellan, Z Moore, D Patton… - … for Specialists in …, 2020 - Wiley Online Library
Purpose The purpose of this review was to ascertain the impact of thermoregulation quality
improvement initiatives (QIs) on the admission temperatures of premature/very‐low‐birth …

Reliability of risk-adjusted outcomes for profiling hospital surgical quality

RW Krell, A Hozain, LS Kao, JB Dimick - JAMA surgery, 2014 - jamanetwork.com
Importance Quality improvement platforms commonly use risk-adjusted morbidity and
mortality to profile hospital performance. However, given small hospital caseloads and low …

Impact of clinical decision support on head computed tomography use in patients with mild traumatic brain injury in the ED

IK Ip, AS Raja, A Gupta, J Andruchow… - The American journal of …, 2015 - Elsevier
Background Reduction of unnecessary head computed tomographies (CTs) in patients with
mild traumatic brain injury (MTBI) was recently endorsed by American College of Emergency …

The impact of a prescription review and prescriber feedback system on prescribing practices in primary care clinics: a cluster randomised trial

WY Lim, AS Hss, LM Ng, SR John Jasudass… - BMC family …, 2018 - Springer
Background To evaluate the effectiveness of a structured prescription review and prescriber
feedback program in reducing prescribing errors in government primary care clinics within …

Practice transformation under the University of Colorado's primary care redesign model

PC Smith, C Lyon, AF English… - The Annals of Family …, 2019 - Annals Family Med
PURPOSE We compared the transformation experience of 2 family medicine practices that
implemented the Primary Care Redesign (PCR) team-based model to improve access …

Clinical decision support increases diagnostic yield of computed tomography for suspected pulmonary embolism

AM Mills, IK Ip, CP Langlotz, AS Raja, HM Zafar… - The American journal of …, 2018 - Elsevier
Objective Determine effects of evidence-based clinical decision support (CDS) on the use
and yield of computed tomographic pulmonary angiography for suspected pulmonary …

[HTML][HTML] Effectiveness of a pharmacist-led quality improvement program to reduce medication errors during hospital discharge

D George, ND Supramaniam… - Pharmacy Practice …, 2019 - SciELO Espana
GEORGE, Doris et al. Effectiveness of a pharmacist-led quality improvement program to
reduce medication errors during hospital discharge. Pharmacy Pract (Granada)[online] …

An electronic referral and social work protocol to improve access to mental health services

KM Peters, G Sadler, E Miller, A Radovic - Pediatrics, 2018 - publications.aap.org
METHODS: We examined the effectiveness of 2 mental health quality improvement
strategies: an electronic referral and a social work follow-up protocol. We analyzed the …

JOURNAL CLUB: predictors of provider response to clinical decision support: lessons learned from the Medicare imaging demonstration

IK Ip, R Lacson, K Hentel, S Malhotra… - American Journal of …, 2017 - Am Roentgen Ray Soc
OBJECTIVE. The efficacy of imaging clinical decision support (CDS) varies. Our objective
was to identify CDS factors contributing to imaging order cancellation or modification …