Evidence map›Paper›PMID 31614632›Full record

ReviewInternational journal of environmental research and public health2019

Disruptive Technologies for Environment and Health Research: An Overview of Artificial Intelligence, Blockchain, and Internet of Things.

Frederico M Bublitz, Arlene Oetomo, Kirti S Sahu, Amethyst Kuang, Laura X Fadrique, Pedro E Velmovitsky, Raphael M Nobrega, Plinio P Morita

Open access · goldAbstract readReview
In one paragraph

Review in International journal of environmental research and public health, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 30 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
30citing papers in PubMed, 1 pooled it
9.5field-weighted citation impact, top 1% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

30 citing papers in PubMed, 1 synthesis or guideline pooled it, 144 citations in OpenAlex.

  1. Applications of Blockchain in the Medical Field: Narrative Review.Journal of medical Internet research · 2021
    Pooled it
  2. Review
  3. Proposed approaches for public health surveillance: A literature review for the Canadian National HIV Surveillance Program.Canada communicable disease report = Releve des maladies transmissibles au Canada · 2025
    Article
  4. Article
  5. Review
  6. Large language models and generative AI in telehealth: a responsible use lens.Journal of the American Medical Informatics Association : JAMIA · 2024
    Review
  7. Article
  8. Review
  9. Article
  10. Review
  11. Digital health for climate change mitigation and response: a scoping review.Journal of the American Medical Informatics Association : JAMIA · 2022
    Article
  12. European IoT Use in Homes: Opportunity or Threat to Households?International journal of environmental research and public health · 2022
    Article
  13. Review
  14. Article
  15. Article
  16. Article
  17. Article
  18. Article
  19. Article
  20. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors at 3 institutions in 2 countries.

Frederico M BublitzSchool of Public Health and Health Systems, University of Waterloo, Waterloo, ON N2L 3G1, Canada. fred.bublitz@uwaterloo.ca.ORCID 0000-0003-1711-5392
Arlene OetomoSchool of Public Health and Health Systems, University of Waterloo, Waterloo, ON N2L 3G1, Canada. arlene.oetomo@uwaterloo.ca.ORCID 0000-0002-6348-7325
Kirti S SahuSchool of Public Health and Health Systems, University of Waterloo, Waterloo, ON N2L 3G1, Canada. kirti.sahu@uwaterloo.ca.ORCID 0000-0001-7499-6718
Amethyst KuangSchool of Public Health and Health Systems, University of Waterloo, Waterloo, ON N2L 3G1, Canada. amethyst.kuang@uwaterloo.ca.
Laura X FadriqueSchool of Public Health and Health Systems, University of Waterloo, Waterloo, ON N2L 3G1, Canada. lxavierfadrique@uwaterloo.ca.ORCID 0000-0001-8317-6201
Pedro E VelmovitskySchool of Public Health and Health Systems, University of Waterloo, Waterloo, ON N2L 3G1, Canada. pevelmovitsky@uwaterloo.ca.ORCID 0000-0001-7539-3193
Raphael M NobregaSchool of Public Health and Health Systems, University of Waterloo, Waterloo, ON N2L 3G1, Canada. raphael.nobrega@uwaterloo.ca.
Plinio P MoritaSchool of Public Health and Health Systems, University of Waterloo, Waterloo, ON N2L 3G1, Canada. plinio.morita@uwaterloo.ca.ORCID 0000-0001-9515-6478
University of Waterloo · CAUniversidade Estadual da Paraíba · BRUniversity Health Network · CA

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The purpose of this descriptive research paper is to initiate discussions on the use of innovative technologies and their potential to support the research and development of pan-Canadian monitoring and surveillance activities associated with environmental impacts on health and within the health system. Its primary aim is to provide a review of disruptive technologies and their current uses in the environment and in healthcare. Drawing on extensive experience in population-level surveillance through the use of technology, knowledge from prior projects in the field, and conducting a review of the technologies, this paper is meant to serve as the initial steps toward a better understanding of the research area. In doing so, we hope to be able to better assess which technologies might best be leveraged to advance this unique intersection of health and environment. This paper first outlines the current use of technologies at the intersection of public health and the environment, in particular, Artificial Intelligence (AI), Blockchain, and the Internet of Things (IoT). The paper provides a description for each of these technologies, along with a summary of their current applications, and a description of the challenges one might face with adopting them. Thereafter, a high-level reference architecture, that addresses the challenges of the described technologies and could potentially be incorporated into the pan-Canadian surveillance system, is conceived and presented.

Indexed as

Artificial IntelligenceBlockchainDisruptive TechnologyEnvironmental HealthInternet of ThingsCanadaHumansPopulation SurveillanceResearchartificial intelligenceblockchainclimate changedisruptive technologiesenvironmentglobal healthIoTreference architecturesurveillance system

Identifiers

PMID31614632
PMCPMC6843531
OpenAlexW2980007581

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.