Literature DB >> 32563392

Advancing injury and violence prevention through data science.

Michael F Ballesteros1, Steven A Sumner2, Royal Law3, Amy Wolkin4, Christopher Jones5.   

Abstract

INTRODUCTION: The volume of new data that is created each year relevant to injury and violence prevention continues to grow. Furthermore, the variety and complexity of the types of useful data has also progressed beyond traditional, structured data. In order to more effectively advance injury research and prevention efforts, the adoption of data science tools, methods, and techniques, such as natural language processing and machine learning, by the field of injury and violence prevention is imperative.
METHOD: The Centers for Disease Control and Prevention's (CDC) National Center for Injury Prevention and Control has conducted numerous data science pilot projects and recently developed a Data Science Strategy. This strategy includes goals on expanding the availability of more timely data systems, improving rapid identification of health threats and responses, increasing access to accurate health information and preventing misinformation, improving data linkages, expanding data visualization efforts, and increasing efficiency of analytic and scientific processes for injury and violence, among others.
RESULTS: To achieve these goals, CDC is expanding its data science capacity in the areas of internal workforce, partnerships, and information technology infrastructure. Practical Application: These efforts will expand the use of data science approaches to improve how CDC and the field address ongoing injury and violence priorities and challenges.
Copyright © 2020 National Safety Council and Elsevier Ltd. All rights reserved.

Entities:  

Keywords:  CDC; Data science; Injury; Violence

Mesh:

Year:  2020        PMID: 32563392      PMCID: PMC7886010          DOI: 10.1016/j.jsr.2020.02.018

Source DB:  PubMed          Journal:  J Safety Res        ISSN: 0022-4375


  16 in total

1.  Closing the gap between injury prevention research and community safety promotion practice: revisiting the public health model.

Authors:  Dale W Hanson; Caroline F Finch; John P Allegrante; David Sleet
Journal:  Public Health Rep       Date:  2012 Mar-Apr       Impact factor: 2.792

2.  Ensuring Fairness in Machine Learning to Advance Health Equity.

Authors:  Alvin Rajkomar; Michaela Hardt; Michael D Howell; Greg Corrado; Marshall H Chin
Journal:  Ann Intern Med       Date:  2018-12-04       Impact factor: 25.391

3.  A review of CDC's Web-based Injury Statistics Query and Reporting System (WISQARS™): Planning for the future of injury surveillance.

Authors:  Michael F Ballesteros; Kevin Webb; Roderick J McClure
Journal:  J Safety Res       Date:  2017-01-18

Review 4.  Stigma and Minority Stress as Social Determinants of Health Among Lesbian, Gay, Bisexual, and Transgender Youth: Research Evidence and Clinical Implications.

Authors:  Mark L Hatzenbuehler; John E Pachankis
Journal:  Pediatr Clin North Am       Date:  2016-10-12       Impact factor: 3.278

5.  Ethics of social media research: common concerns and practical considerations.

Authors:  Megan A Moreno; Natalie Goniu; Peter S Moreno; Douglas Diekema
Journal:  Cyberpsychol Behav Soc Netw       Date:  2013-05-16

6.  Sentinel Events Preceding Youth Firearm Violence: An Investigation of Administrative Data in Delaware.

Authors:  Steven A Sumner; Matthew J Maenner; Christina M Socias; James A Mercy; Paul Silverman; Sandra P Medinilla; Steven S Martin; Likang Xu; Susan D Hillis
Journal:  Am J Prev Med       Date:  2016-10-11       Impact factor: 5.043

7.  Proportion of Violent Injuries Unreported to Law Enforcement.

Authors:  Daniel T Wu; Jasmine C Moore; Daniel A Bowen; Laura M Mercer Kollar; Elizabeth W Mays; Thomas R Simon; Steven A Sumner
Journal:  JAMA Intern Med       Date:  2019-01-01       Impact factor: 21.873

8.  Factors Associated With Increased Dissemination of Positive Mental Health Messaging On Social Media.

Authors:  Steven A Sumner; Daniel A Bowen; Brad Bartholow
Journal:  Crisis       Date:  2019-05-08

9.  Increases in Online Posts About Synthetic Opioids Preceding Increases in Synthetic Opioid Death Rates: a Retrospective Observational Study.

Authors:  Daniel A Bowen; Julie O'Donnell; Steven A Sumner
Journal:  J Gen Intern Med       Date:  2019-12       Impact factor: 5.128

10.  Syndromic Surveillance of Suicidal Ideation and Self-Directed Violence - United States, January 2017-December 2018.

Authors:  Marissa L Zwald; Kristin M Holland; Francis B Annor; Aaron Kite-Powell; Steven A Sumner; Daniel A Bowen; Alana M Vivolo-Kantor; Deborah M Stone; Alex E Crosby
Journal:  MMWR Morb Mortal Wkly Rep       Date:  2020-01-31       Impact factor: 17.586

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  3 in total

1.  Pathways to suicide or collections of vicious cycles? Understanding the complexity of suicide through causal mapping.

Authors:  Philippe J Giabbanelli; Ketra L Rice; Michael C Galgoczy; Nisha Nataraj; Margaret M Brown; Christopher R Harper; Minh Duc Nguyen; Romain Foy
Journal:  Soc Netw Anal Min       Date:  2022-06-15

Review 2.  Leveraging data science to enhance suicide prevention research: a literature review.

Authors:  Avital Rachelle Wulz; Royal Law; Jing Wang; Amy Funk Wolkin
Journal:  Inj Prev       Date:  2021-08-19       Impact factor: 3.770

3.  Identifying nonfatal firearm assault incidents through linking police data and clinical records: Cohort study in Indianapolis, Indiana, 2007-2016.

Authors:  Lauren A Magee; Megan L Ranney; J Dennis Fortenberry; Marc Rosenman; Sami Gharbi; Sarah E Wiehe
Journal:  Prev Med       Date:  2021-05-13       Impact factor: 4.637

  3 in total

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