Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Concept Videos

GIS Software, Hardware, and Sources of GIS Data01:23

GIS Software, Hardware, and Sources of GIS Data

42
A Geographic Information System (GIS) combines specialized software and hardware to effectively manage, analyze, and present spatial and related data. GIS software includes critical functionalities such as a user interface for easy navigation, database management tools for handling spatial and attribute data, and data retrieval features for efficient access. Analytical tools transform raw data into insights, while display functions produce maps and reports in various formats for effective...
42
Multi-input and Multi-variable systems01:22

Multi-input and Multi-variable systems

96
Cruise control systems in cars are designed as multi-input systems to maintain a driver's desired speed while compensating for external disturbances such as changes in terrain. The block diagram for a cruise control system typically includes two main inputs: the desired speed set by the driver and any external disturbances, such as the incline of the road. By adjusting the engine throttle, the system maintains the vehicle's speed as close to the desired value as possible.
In the absence...
96
Multiple Pipe Systems01:21

Multiple Pipe Systems

433
Multipipe systems consist of complex configurations of interconnected pipes designed to transport fluids efficiently across intricate networks. They are essential in engineering applications requiring precise control over flow distribution, pressure, and head loss. They are categorized into series, parallel, loop, and network configurations, each distinguished by unique flow characteristics and applications.
Series Configuration
In a series configuration, fluid flows sequentially from one pipe...
433
Data Reporting and Recording01:24

Data Reporting and Recording

4.6K
Reporting and recording are crucial in data documentation. The timely, thorough, and accurate documentation of facts is essential when recording patient data. Failure to record findings during an assessment or interpretation of a problem will result in loss of information and make the patient document unreliable. The reader is left with general impressions if the information is not specific. A recording is documenting data of the individual's health information in a traceable, secure, and...
4.6K
Integrated Healthcare System01:20

Integrated Healthcare System

1.5K
An integrated healthcare system (IHS) is a set of organizations that provides for or arranges to provide coordinated and continuous service to a defined population. The IHS takes responsibility for that particular population's health status and outcome, both clinically and fiscally. An integrated healthcare system is a well-organized, well-coordinated, and collaborative network. The integrated delivery system is a network that connects different healthcare providers to deliver organized,...
1.5K
Selected Data About Geographic Locations01:25

Selected Data About Geographic Locations

26
Geographic Information Systems (GIS) rely on two core types of data: spatial data and attribute data.Spatial DataSpatial data defines the physical location of features within a coordinate system, typically expressed in terms of latitude and longitude. It provides precise positioning for elements like roads, rivers, or buildings.Attribute DataAttribute data complements spatial data by adding descriptive information about these features. For example, a road's spatial data includes its start and...
26

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

A descriptive analysis of the Fire service Organizational Culture of Safety (FOCUS) survey: FOCUS 3.0 survey wave.

Injury epidemiology·2026
Same author

Individual and city-level variations in heat-related road traffic deaths in Latin America.

Nature cities·2026
Same author

BCH-GEE Approach to Examine the Association Between Time-Varying Food Environment Classes and Multi-Level Health Outcomes.

Statistics in medicine·2026
Same author

Nutrition items regulated by school nutrition policies in the USA and academic performance: a review of the non-policy literature.

Public health nutrition·2026
Same author

Spatial accessibility to healthcare facilities and the cumulative incidence of COVID-19 infection: evidence from the reasons for geographic and racial differences in stroke (REGARDS) study, United States, March 2020 to September 2021.

Preventive medicine reports·2026
Same author

Birthplace and nutrient intake across ethnic subgroups: a cross-sectional analysis of the NHANES.

The American journal of clinical nutrition·2026
Same journal

Inference on summaries of a model-agnostic longitudinal variable importance trajectory with application to suicide prevention.

The annals of applied statistics·2026
Same journal

A NOVEL BAYESIAN FRAMEWORK UNCOVERING BRAIN CONNECTIVITY-TO-SHAPE RELATIONSHIP IN PRECLINICAL ALZHEIMER'S DISEASE.

The annals of applied statistics·2026
Same journal

EVALUATING MULTIPLEX DIAGNOSTIC TEST USING PARTIALLY ORDERED BAYES CLASSIFIER.

The annals of applied statistics·2026
Same journal

BRIDGING THE GAP: ENHANCING THE GENERALIZABILITY OF EPIGENETIC CLOCKS THROUGH TRANSFER LEARNING.

The annals of applied statistics·2026
Same journal

TREATMENT EFFECT HETEROGENEITY AND IMPORTANCE MEASURES FOR MULTIVARIATE CONTINUOUS TREATMENTS.

The annals of applied statistics·2026
Same journal

FEDERATED LEARNING OF ROBUST INDIVIDUALIZED DECISION RULES WITH APPLICATION TO HETEROGENEOUS MULTIHOSPITAL SEPSIS POPULATION.

The annals of applied statistics·2026
See all related articles

Related Experiment Video

Updated: Jun 6, 2025

Measuring the Structure, Composition, and Change of Underwater Environments with Large-area Imaging
09:19

Measuring the Structure, Composition, and Change of Underwater Environments with Large-area Imaging

Published on: April 18, 2025

354

INTEGRATING MULTIPLE BUILT ENVIRONMENT DATA SOURCES.

Jung Yeon Won1, Michael R Elliott1, Emma V Sanchez-Vaznaugh2

  • 1Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, U.S.A.

The Annals of Applied Statistics
|November 28, 2024
PubMed
Summary
This summary is machine-generated.

This study introduces a new method to accurately measure neighborhood food outlet exposure by combining data from multiple sources. This approach corrects for errors in commercial databases, leading to better understanding of environmental health effects.

Keywords:
Built-environmentCommercial business listsCount exposureData integrationDirichlet process mixture modelMeasurement error

More Related Videos

Executing Complexity-Increasing Queries in Relational MySQL and NoSQL MongoDB and EXist Size-Growing ISO/EN 13606 Standardized EHR Databases
07:26

Executing Complexity-Increasing Queries in Relational MySQL and NoSQL MongoDB and EXist Size-Growing ISO/EN 13606 Standardized EHR Databases

Published on: March 19, 2018

9.3K
Author Spotlight: Understanding Riverine Nitrogen Impacts and Primary Productivity for Effective Nutrient Management
05:04

Author Spotlight: Understanding Riverine Nitrogen Impacts and Primary Productivity for Effective Nutrient Management

Published on: July 14, 2023

351

Related Experiment Videos

Last Updated: Jun 6, 2025

Measuring the Structure, Composition, and Change of Underwater Environments with Large-area Imaging
09:19

Measuring the Structure, Composition, and Change of Underwater Environments with Large-area Imaging

Published on: April 18, 2025

354
Executing Complexity-Increasing Queries in Relational MySQL and NoSQL MongoDB and EXist Size-Growing ISO/EN 13606 Standardized EHR Databases
07:26

Executing Complexity-Increasing Queries in Relational MySQL and NoSQL MongoDB and EXist Size-Growing ISO/EN 13606 Standardized EHR Databases

Published on: March 19, 2018

9.3K
Author Spotlight: Understanding Riverine Nitrogen Impacts and Primary Productivity for Effective Nutrient Management
05:04

Author Spotlight: Understanding Riverine Nitrogen Impacts and Primary Productivity for Effective Nutrient Management

Published on: July 14, 2023

351

Area of Science:

  • Environmental Health
  • Epidemiology
  • Biostatistics

Background:

  • Built environment research often uses commercial data for exposure assessment, but these sources contain errors.
  • Discrepancies in data from sources like NETS and Reference USA complicate accurate exposure measurement.
  • Accurate exposure data is crucial for understanding the relationship between neighborhood characteristics and health outcomes.

Purpose of the Study:

  • To develop a statistical method for integrating exposure measures from multiple databases.
  • To account for ascertainment errors in commercial data sources.
  • To obtain unbiased estimates of health effects associated with latent environmental exposures.

Main Methods:

  • Framed the problem as two contingency tables with partially known margins, using a multinomial distribution.
  • Integrated source quality estimates into a joint model for observed counts, latent exposures, and health outcomes.
  • Applied the method to assess the association between children's BMI and food outlet concentration near schools.

Main Results:

  • The proposed modeling framework significantly improves inferences about health effects.
  • Simulations demonstrated the effectiveness of the method in handling data discrepancies.
  • The study successfully estimated the association between food outlet proximity and children's BMI.

Conclusions:

  • The developed method provides a robust approach to address data conflicts in built environment research.
  • Accurate exposure assessment is achievable even with imperfect commercial data sources.
  • This methodology enhances the reliability of epidemiological studies linking environmental factors to health.