ArticleUniversal access in the information society2022
Investigating the impact of IoT-Based smart laboratories on students' academic performance in higher education.
Article in Universal access in the information society, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
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.
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.
Who cites it
1 citing paper in PubMed, 23 citations in OpenAlex.
- The Adaptive Lab Mentor (ALM): An AI-Driven IoT Framework for Real-Time Personalized Guidance in Hands-On Engineering Education.Sensors (Basel, Switzerland) · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The enormous developments in technology have transformed the way we interact with the world around us. Among the extensive yet advanced technological interventions, one of the sophisticated expansions is the appearance of the Internet of Things, a tool for developing connections of physical objects to the virtual world using small-sized sensors and certain internet protocols to lessen human interventions. The domain of education has also adopted these technological services to move from traditional methods to sophisticated and advanced teaching and learning approaches to cope with learning needs and raise quality. This paper intends to conceptualize the impact of integrating IoT in higher education to increase students' academic performance in the engineering domain through the integration of smart laboratories. Several international studies were selected and thoroughly reviewed using the guidelines of Preferred Reporting Items for Systematic Reviews and Meta-Analysis to build sophisticated insights regarding the topic in terms of its conceptual as well as practical foundations. The key insights gathered through reviewed studies indicate that the Internet of things-based laboratories have significant advantages in uplifting students' academic performance through interaction, motivation, creativity, and practical learning. The integration of the Internet of things in higher educational institutes improves students' academic performance because it allows them to engage in authentic tasks and experience practical and active learning.
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Registered trials
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.