Learning health systems using data to drive healthcare improvement and impact: a systematic review

J Enticott, A Johnson, H Teede - BMC health services research, 2021 - Springer
Background The transition to electronic health records offers the potential for big data to
drive the next frontier in healthcare improvement. Yet there are multiple barriers to …

Comparative effectiveness and safety of bariatric procedures for weight loss: a PCORnet cohort study

D Arterburn, R Wellman, A Emiliano… - Annals of internal …, 2018 - acpjournals.org
Background: There has been a dramatic shift in use of bariatric procedures, but little is
known about their long-term comparative effectiveness. Objective: To compare weight loss …

Comparing the 5-year diabetes outcomes of sleeve gastrectomy and gastric bypass: the National Patient-Centered Clinical Research Network (PCORNet) Bariatric …

KM McTigue, R Wellman, E Nauman, J Anau… - JAMA …, 2020 - jamanetwork.com
Importance Bariatric surgery can lead to substantial improvements in type 2 diabetes
(T2DM), but outcomes vary across procedures and populations. It is unclear which bariatric …

Factor Influencing the Adoption of Big Data Analytics: A Systematic Literature and Experts Review

S Aldossari, UA Mokhtar, AT Abdul Ghani - SAGE Open, 2023 - journals.sagepub.com
In the current market landscape, enterprises face tremendous pressure to remain
competitive and innovative to extend their businesses globally. Thus, a need exists for a new …

Interventions and operations 5 years after bariatric surgery in a cohort from the US National Patient-Centered Clinical Research Network Bariatric Study

A Courcoulas, RY Coley, JM Clark, CL McBride… - JAMA …, 2020 - jamanetwork.com
Importance Additional data comparing longer-term problems associated with various
bariatric surgical procedures are needed for shared decision-making. Objective To compare …

The OneFlorida Data Trust: a centralized, translational research data infrastructure of statewide scope

WR Hogan, EA Shenkman, T Robinson… - Journal of the …, 2022 - academic.oup.com
Abstract The OneFlorida Data Trust is a centralized research patient data repository created
and managed by the OneFlorida Clinical Research Consortium (“OneFlorida”). It comprises …

[HTML][HTML] Comparative effectiveness of bariatric procedures among adolescents: the PCORnet bariatric study

TH Inge, RY Coley, LA Bazzano, SA Xanthakos… - Surgery for Obesity and …, 2018 - Elsevier
Background Bariatric surgery has been used for treatment of severe obesity in adolescents
but most studies have been small and limited in follow-up. Objectives We hypothesized that …

Early antibiotic exposure and weight outcomes in young children

JP Block, LC Bailey, MW Gillman, D Lunsford… - …, 2018 - publications.aap.org
OBJECTIVES: To determine the association of antibiotic use with weight outcomes in a large
cohort of children. METHODS: Health care data were available from 2009 to 2016 for 35 …

Distributed Computing and Inference for Big Data

L Zhou, Z Gong, P Xiang - Annual Review of Statistics and Its …, 2023 - annualreviews.org
Data are distributed across different sites due to computing facility limitations or data privacy
considerations. Conventional centralized methods—those in which all datasets are stored …

Choosing among common data models for real‐world data analyses fit for making decisions about the effectiveness of medical products

S Schneeweiss, JS Brown, A Bate… - Clinical …, 2020 - Wiley Online Library
Many real‐world data analyses use common data models (CDM s) to standardize
terminologies for medication use, medical events and procedures, data structures, and …