AI Article Synopsis

  • Geocoding effectively converts addresses into geographic coordinates, which helps personalize healthcare interventions based on patients' environments.
  • POINT is an offline, web-based application designed for secure address geocoding, usable by multiple users in an organization.
  • Evaluation of POINT showed a high success rate in geocoding addresses (99.4% for one dataset and 99.8% for another) with accuracy comparable to existing solutions, while ensuring patient data confidentiality.

Article Abstract

Objectives: Geocoding, the process of converting addresses into precise geographic coordinates, allows researchers and health systems to obtain neighborhood-level estimates of social determinants of health. This information supports opportunities to personalize care and interventions for individual patients based on the environments where they live. We developed an integrated offline geocoding pipeline to streamline the process of obtaining address-based variables, which can be integrated into existing data processing pipelines.

Methods: POINT is a web-based, containerized, application for geocoding addresses that can be deployed offline and made available to multiple users across an organization. Our application supports use through both a graphical user interface and application programming interface to query geographic variables, by census tract, without exposing sensitive patient data. We evaluated our application's performance using two datasets: one consisting of 1 million nationally representative addresses sampled from Open Addresses, and the other consisting of 3,096 previously geocoded patient addresses.

Results: A total of 99.4 and 99.8% of addresses in the Open Addresses and patient addresses datasets, respectively, were geocoded successfully. Census tract assignment was concordant with reference in greater than 90% of addresses for both datasets. Among successful geocodes, median (interquartile range) distances from reference coordinates were 52.5 (26.5-119.4) and 14.5 (10.9-24.6) m for the two datasets.

Conclusion: POINT successfully geocodes more addresses and yields similar accuracy to existing solutions, including the U.S. Census Bureau's official geocoder. Addresses are considered protected health information and cannot be shared with common online geocoding services. POINT is an offline solution that enables scalability to multiple users and integrates downstream mapping to neighborhood-level variables with a pipeline that allows users to incorporate additional datasets as they become available. As health systems and researchers continue to explore and improve health equity, it is essential to quickly and accurately obtain neighborhood variables in a Health Insurance Portability and Accountability Act (HIPAA)-compliant way.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC10584391PMC
http://dx.doi.org/10.1055/a-2148-6414DOI Listing

Publication Analysis

Top Keywords

addresses
10
health systems
8
multiple users
8
census tract
8
open addresses
8
addresses datasets
8
health
6
point
4
point pipeline
4
offline
4

Similar Publications

Canine mammary tumors as a promising adjunct preclinical model for human breast cancer research: similarities, opportunities, and challenges.

Arch Pharm Res

January 2025

Laboratory of Biochemistry and Immunology, College of Veterinary Medicine, Chungbuk National University, Cheongju, 28644, Republic of Korea.

Despite significant progress in the field of human breast cancer research and treatment, there is a consistent increase in the incidence rate of 0.5 percent annually, posing challenges in the development of effective novel therapeutic strategies. The failure rate of drugs in clinical trials stands at approximately 95%, primarily attributed to the limitations and lack of reliability of existing preclinical models, such as mice, which do not mimic human tumor biology.

View Article and Find Full Text PDF

Group 3 Innate Lymphoid Cells: A Potential Therapeutic Target for Steroid Resistant Asthma.

Clin Rev Allergy Immunol

December 2024

Division of Allergy and Clinical Immunology, The Johns Hopkins Asthma & Allergy Center, Johns Hopkins University School of Medicine, 5501 Hopkins Bayview Circle, Room 3B.71, Baltimore, MD, 21224, USA.

Asthma is a chronic airway inflammatory disease that affects millions globally. Although glucocorticoids are a mainstay of asthma treatment, a subset of patients show resistance to these therapies, resulting in poor disease control and increased morbidity. The complex mechanisms underlying steroid-resistant asthma (SRA) involve Th1 and Th17 lymphocyte activity, neutrophil recruitment, and NLRP3 inflammasome activation.

View Article and Find Full Text PDF

The complex set of interactions between the immune system and metabolism, known as immunometabolism, has emerged as a critical regulator of disease outcomes in the central nervous system. Numerous studies have linked metabolic disturbances to impaired immune responses in brain aging, neurodegenerative disorders, and brain injury. In this review, we will discuss how disruptions in brain immunometabolism balance contribute to the pathophysiology of brain dysfunction.

View Article and Find Full Text PDF

Aging is a complex biological process influenced by various factors, including genetic and environmental influences. In this study, we present BayesAge 2.0, an upgraded version of our maximum likelihood algorithm designed for predicting transcriptomic age (tAge) from RNA-seq data.

View Article and Find Full Text PDF

Basic Science and Pathogenesis.

Alzheimers Dement

December 2024

Yonsei University, Wonju, Gangwon-do, Korea, Republic of (South).

Background: Old adults' sleep patterns change during the aging process. Among old adults, 40% of individuals experience insufficient sleep and complain of sleeping disorder, including a decline in the quality of sleep. Patients with dementia also experience sleep disorders, and the most common intervention for this is pharmacotherapy.

View Article and Find Full Text PDF

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!