Article

Leverage Real-world Longitudinal Data in Large Clinical Research Networks for Alzheimer’s Disease and Related Dementia (ADRD)

2020-08-04

Abstract excerpt

With vast amounts of patients’ medical information, electronic health records (EHRs) are becoming one of the most important data sources in biomedical and health care research. Effectively integrating data from multiple clinical sites can help provide more generalized real-world evidence that is clinically meaningful. To analyze the clinical data from multiple sites, distributed algorithms are developed to protect...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 8fb7fb6c-22ec-5c6c-a0e0-3f9cbeaa05fc
DOI: 10.1101/2020.08.03.20167619

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Leverage Real-world Longitudinal Data in Large Clinical Research Networks for Alzheimer’s Disease and Related Dementia (ADRD)DOI 10.1101/2020.08.03.20167619Read

An Efficient and Accurate Distributed Learning Algorithm for Modeling Multi-Site Zero- Inflated Count OutcomesSemantic proximity Read

FAMES: Federated additive model using piecewise exponential survival dataSemantic proximity Read

VALORIS: One-shot and lossless vertical logistic regression for privacy-protecting multi-site health analyticsSemantic proximity Read

Machine learning enabled subgroup analysis with real-world data to inform better clinical trial designSemantic proximity Read

A One-Shot Lossless Algorithm for Cross-Cohort Learning in Mixed-Outcomes AnalysisSemantic proximity Read

Temporal Cohort Identification for Alzheimer’s Disease with Sequences of Clinical RecordsSemantic proximity Read

An efficient distributed algorithm with application to COVID-19 data from heterogeneous clinical sitesSemantic proximity Read

Aligning personalized biomarker trajectories onto a common time axis: a connectome-based ODE model for Tau–Amyloid beta dynamicsSemantic proximity Read

Multiple Linear Regression: Bayesian Inference for Distributed and Big Data in the Medical Informatics Platform of the Human Brain ProjectSemantic proximity Read

Distributed Learning for Heart Disease Risk Prediction Based on Key Clinical Parameters with Evaluation Metrics AnalysisSemantic proximity Read

Sharing Is Caring – Data Sharing Initiatives in HealthcareSemantic proximity Read

Federated penalized piecewise exponential model for horizontally distributed survival data: FedPPEMSemantic proximity Read