Evidence map›Paper›PMID 41736834›Full record

ReviewAnnals of global health2026

Use of Artificial Intelligence in Public Health Education for Pandemic Preparedness and Response.

Ellen Crystian Silvestre Garcia Souza, Aires Garcia Dos Santos Junior, Adriana M S Félix, João Paulo Assunção Borges, Layze Braz de Oliveira, Liliane Moretti Carneiro, Alvaro Francisco Lopes de Sousa

Abstract readReview
PubMed Full text at PMC Publisher
In one paragraph

Review in Annals of global health, 2026. 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

7 authors.

Ellen Crystian Silvestre Garcia SouzaUniversidade Federal de Mato Grosso do Sul (UFMS), Três Lagoas Campus, MS, 79600-080, Brazil.ORCID 0009-0008-0161-3710
Aires Garcia Dos Santos JuniorUniversidade Federal de Mato Grosso do Sul (UFMS), Três Lagoas Campus, MS, 79600-080, Brazil.ORCID 0000-0002-5946-0197
Adriana M S FélixSchool of Nursing, Universidade de São Paulo, São Paulo, SP, 05403-000, Brazil.ORCID 0000-0002-3559-3729
João Paulo Assunção BorgesUniversidade Federal Mato Grosso do Sul (UFMS), Coxim Campus, MS, 79400-000, Brazil.ORCID 0000-0003-4834-9861
Layze Braz de OliveiraUniversidade Federal de Maran˙hão, São Luís 65080-805 Maranhao, Brazil.ORCID 0000-0001-7472-5213
Liliane Moretti CarneiroUniversidade Federal de Mato Grosso do Sul (UFMS), Três Lagoas Campus, MS, 79600-080, Brazil.ORCID 0000-0003-3195-8767
Alvaro Francisco Lopes de SousaUniversidade Federal de Mato Grosso do Sul (UFMS), Três Lagoas Campus, MS, 79600-080, Brazil.ORCID 0000-0003-2710-2122

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Artificial IntelligenceHealth EducationPandemic PreparednessPandemicsPublic HealthCOVID-19Humansartificial intelligencechatbotsmachine learningmisinformationpandemicspublic health education

Identifiers

PMID41736834
PMCPMC12927464

What Socratic 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 Socratic graph.