Evidence map›Paper›PMID 41112887›Full record

ReviewMedical science educator2025

Enhancing Public Health Education Through Smart Learning Environments: Integrating Technology and Pedagogy.

Sean Mark Patrick, Noel Nicholas, Melissa Maritz, Jacqueline Elizabeth Wolvaardt

Abstract readReview
In one paragraph

Review in Medical science educator, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed, 1 pooled it
–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 synthesis or guideline pooled it.

  1. Pooled it
  2. Article
  3. Article
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

4 authors.

Sean Mark PatrickSchool of Health Systems and Public Health, University of Pretoria, Pretoria, South Africa.ORCID 0000-0002-0364-0068
Noel NicholasDepartment of Education, University of Pretoria, Pretoria, South Africa.
Melissa MaritzSchool of Health Systems and Public Health, University of Pretoria, Pretoria, South Africa.
Jacqueline Elizabeth WolvaardtSchool of Health Systems and Public Health, University of Pretoria, Pretoria, South Africa.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The landscape of public health education is transforming, and online learning technologies are rapidly being adopted. This narrative review examines how public health education has evolved by comparing traditional and online learning environments, focusing on how smart learning environments can enhance educational outcomes. The analysis is grounded in the community of inquiry framework, Gardner's theory on multiple intelligences, and the theory of self-regulated learning. This review first outlines the key competencies required by public health professionals, including epidemiology, health policy, and biostatistics, and then discusses how these competencies are taught traditionally. This description is followed by an exploration of online learning environments and the unique challenges faced by learners, such as the need for self-regulation and motivation. Smart learning environments should integrate adaptive learning technologies and personalized learning pathways to address these challenges and provide a more engaging and supportive learning experience. These technologies enable real-time feedback and customization of learning materials, allowing students to monitor their progress and adjust their learning strategies. Smart learning environments can also contribute to community and collaborative learning in online environments. Integrating smart learning environments into public health curricula can enhance student learning outcomes and prepare future public health professionals to navigate a rapidly changing digital world. The purpose of this review is to contribute to the ongoing discourse on the modernization of public health education by proposing a conceptual community of inquiry framework for smart learning environments, suggesting a balanced approach that leverages the strengths of traditional and online learning methods.

Indexed as

Community of inquiryDigital learningOnline teachingSelf-regulated learningSmart learning environments

Identifiers

PMID41112887
PMCPMC12532516

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.