Evidence map›Paper›PMID 38236181›Full record

ArticleJournal of travel medicine2024

From GeoSentinel data to epidemiological insights: a multidisciplinary effort towards artificial intelligence-supported detection of infectious disease outbreaks.

Stan Heidema, Ivo V Stoepker, Gerard Flaherty, Kristina M Angelo, Richard A J Post, Charles Miller, Michael Libman, Davidson H Hamer, Edwin R van den Heuvel, Ralph Huits

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Journal of travel medicine, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
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

3 citing papers in PubMed.

  1. Review
  2. Artificial Intelligence in Infectious Diseases:Sultan Qaboos University medical journal · 2025
    Article
  3. 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

10 authors.

Stan HeidemaDepartment of Mathematics and Computer Science, Eindhoven University of Technology, Eindhoven, The Netherlands.
Ivo V StoepkerDepartment of Mathematics and Computer Science, Eindhoven University of Technology, Eindhoven, The Netherlands.
Gerard FlahertySchool of Medicine, University of Galway, University Road, Galway, H91 TK33, Ireland.
Kristina M AngeloDivision of Global Migration and Health, National Center for Emerging and Zoonotic Infectious Disease, Centers for Disease Control and Prevention, 1600 Clifton Rd NE, Atlanta, GA 30329, USA.
Richard A J PostDepartment of Mathematics and Computer Science, Eindhoven University of Technology, Eindhoven, The Netherlands.
Charles MillerDivision of Global Migration and Health, National Center for Emerging and Zoonotic Infectious Disease, Centers for Disease Control and Prevention, 1600 Clifton Rd NE, Atlanta, GA 30329, USA.
Michael LibmanJ.D. MacLean Centre for Tropical Diseases, McGill University, Room E05.1830, 1001 Boulevard Décarie, Montréal, Québec H4A 3J1, Canada.ORCID 0000-0003-3416-6482
Davidson H HamerDepartment of Global Health, Boston University School of Public Health, Crosstown 308, 801 Massachusetts Avenue, Boston, MA 02118, USA.
Edwin R van den HeuvelDepartment of Mathematics and Computer Science, Eindhoven University of Technology, Eindhoven, The Netherlands.
Ralph HuitsDepartment of Infectious Tropical Diseases and Microbiology, IRCCS Sacro Cuore Don Calabria Hospital, 37024, Via Don A Sempreboni 5, Negrar di Valpolicella, Verona, Italy.

Funding

Eindhoven University of TechnologyInternational Society of Travel Medicine 1 U01CK000632-01-00Intramural CDC HHS CC999999NCEZID CDC HHS U01 CK000632NCEZID CDC HHS U50 CK000189Public Health Agency of Canada
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Artificial IntelligenceDisease OutbreaksCommunicable DiseasesHumansartificial intelligencedata sciencedisease surveillanceoutbreak detectionSentinel eventtravel medicine

Identifiers

PMID38236181
PMCPMC11287261

What OpenQuestion holds

Textmetadata
LicenceTDM
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.