Evidence map›Paper›PMID 41302844›Full record

ArticleInsects2025

Artificial Intelligence and Citizen Science as a Tool for Global Mosquito Surveillance: Madagascar Case Study.

Ryan M Carney, Farhat Azam, Karlene Gehrisch, Tanvir Bhuiyan, Lala S Rafarasoa, Valéry Riantsoa, Russanne D Low, Sarah Zohdy, Tovo M Andrianjafy, Mamisoa A Ramahazomanana and 5 more

Abstract read
In one paragraph

Article in Insects, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

15 authors.

Ryan M CarneyDepartment of Integrative Biology, University of South Florida (USF), Tampa, FL 33620, USA.ORCID 0000-0002-5537-5366
Farhat AzamBellini College of AI, Cybersecurity and Computing, University of South Florida, Tampa, FL 33620, USA.ORCID 0000-0002-0349-9703
Karlene GehrischDepartment of Integrative Biology, University of South Florida (USF), Tampa, FL 33620, USA.
Tanvir BhuiyanBellini College of AI, Cybersecurity and Computing, University of South Florida, Tampa, FL 33620, USA.
Lala S RafarasoaDepartment of Medical Entomology, University of Antananarivo, Antananarivo 101, Madagascar.ORCID 0000-0002-7103-3972
Valéry RiantsoaDepartment of Medical Entomology, University of Antananarivo, Antananarivo 101, Madagascar.ORCID 0009-0009-4552-2631
Russanne D LowInstitute for Global Environmental Strategies, Arlington, VA 22202, USA.ORCID 0000-0002-7912-4350
Sarah ZohdyEntomology Branch, US Centers for Disease Control and Prevention, Atlanta, GA 30329, USA.
Tovo M AndrianjafyDepartment of Medical Entomology, University of Antananarivo, Antananarivo 101, Madagascar.
Mamisoa A RamahazomananaDepartment of Medical Entomology, University of Antananarivo, Antananarivo 101, Madagascar.
Ranto N RasolofoDepartment of Medical Entomology, University of Antananarivo, Antananarivo 101, Madagascar.
Pradeep A SubramaniGlobal Health and Infectious Disease Research, University of South Florida, Tampa, FL 33612, USA.ORCID 0000-0001-8685-0900
Madison OgbondahGlobal Health and Infectious Disease Research, University of South Florida, Tampa, FL 33612, USA.
Johnny A UelmenDepartment of Integrative Biology, University of South Florida (USF), Tampa, FL 33620, USA.ORCID 0000-0003-3057-5107
Sriram ChellappanBellini College of AI, Cybersecurity and Computing, University of South Florida, Tampa, FL 33620, USA.ORCID 0000-0002-5330-8549

Funding

Accelerating discovery of an efficacious Plasmodium vivax multivalent multi-stage vaccineU01AI155361 · NIAID · UNIVERSITY OF SOUTH FLORIDA · PI ADAMS, JOHN H · 2021 to 2025
$4.8M
West-Central Africa EMERGENTS International Center of Excellence in Malaria Research (ICEMR)U19AI181594 · NIAID · UNIVERSITY OF FLORIDA · PI Rhoel David Ramos Dinglasan, Christian T. Happi · 2024 to 2026
$3.0M
NASA NNX16AE28ANational Science Foundation IIS-2014547NIAID NIH HHS U01 AI155361NIAID NIH HHS U19 AI181594NIH HHS 1U19AI181594-02NIH HHS 5U01AI155361-00United States Agency for International Development AID-OAA-F-16-00099U.S. Department of State SLMAQM17CA2O74
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Anophelesartificial intelligencecitizen sciencelarvamachine learningMadagascarmalariamobile applicationsmosquito vectorstestes

Identifiers

PMID41302844
PMCPMC12653336

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.