Evidence map›Paper›PMID 42337532›Full record

SynthesisBMC medical education2026

Effectiveness of technology-enhanced learning in neuroanatomy education among health professionals - a systematic review.

Anniesmitha K, Mohandas Rao K G, Ashwini Aithal P, Nikita N Bandekar, Tatiyana Mandal, Bincy M George

Abstract readSystematic Review
In one paragraph

Synthesis in BMC medical education, 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

6 authors.

Anniesmitha KDivision of Anatomy, Department of Basic Medical Sciences (DBMS), Manipal Academy of Higher Education, Manipal, 576104, India.
Mohandas Rao K GDivision of Anatomy, Department of Basic Medical Sciences (DBMS), Manipal Academy of Higher Education, Manipal, 576104, India.
Ashwini Aithal PDivision of Anatomy, Department of Basic Medical Sciences (DBMS), Manipal Academy of Higher Education, Manipal, 576104, India.
Nikita N BandekarDivision of Anatomy, Department of Basic Medical Sciences (DBMS), Manipal Academy of Higher Education, Manipal, 576104, India.
Tatiyana MandalDivision of Pharmacology, Department of Basic Medical Sciences (DBMS), Manipal Academy of Higher Education, Manipal, 576104, India.
Bincy M GeorgeDivision of Anatomy, Department of Basic Medical Sciences (DBMS), Manipal Academy of Higher Education, Manipal, 576104, India. bincy.george@manipal.edu.ORCID https://orcid.org/0000-0001-8924-2484

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundNeuroanatomy is widely recognised as one of the most challenging subjects in health professions education due to its complex three-dimensional structures and spatial relationships. Technology-enhanced learning has increasingly been incorporated into neuroanatomy education to facilitate learning. This review aimed to evaluate the effectiveness of technology-enhanced learning interventions in teaching practical neuroanatomy skills.

methodsThis review was conducted in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. Randomised controlled trials published between 2013 -2023 that evaluated technology-enhanced learning interventions in neuroanatomy education were included using a Rayann software. Nine studies met the eligibility criteria and were analysed using the modified Kirkpatrick model to assess educational outcomes.

resultsLearner's motivation and engagement (Kirkpatrick Level 1) were consistently high. for virtual reality,3D visualisation, and stereoscopic learning modules, with students reporting increased satisfaction, confidence, and perceived understanding. Augmented reality inventions demonstrated more valuable responses, often influenced by design, quality, and implementation. Improvements in objective learning outcomes (Kirkpatrick Level 2) were reported in several studies, particularly those employing 3D visualisation and virtual reality tools. However, these findings were not consistent across all interventions. Technology enhanced learning appeared particularly beneficial for supporting cognitive engagement and visuospatial understanding of complex neuroanatomical concepts. Considerable heterogeneity was observed across intervention types, pedagogical approaches, and outcome measures. Few studies evaluated behavioural changes (Kirkpatrick Level 3) or long term educational impact (Kirkpatrick level 4).

conclusionTechnology -enhanced learning, particularly 3D visualisation and virtual reality, shows promise as a complementary approach to neuroanatomy education by enhancing learner's engagement, motivation, confidence, and spatial understanding. While improvement in object knowledge, outcomes were reported in several studies, evidence of superiority over conventional teaching approaches remains inconsistent. The evidence base was restricted to randomised controlled trials and was driven from undergraduate medical student populations, which may limit the generalisability of the findings. Further high -quality longitudinal studies are needed to evaluate behavioural change, long-term knowledge retention, and educational impact.

Indexed as

Computer-Assisted InstructionEducational TechnologyHealth PersonnelLearningNeuroanatomyHumansVirtual Reality3D visualizationAnatomyEffectivenessNeuroanatomyTechnology-enhanced learning

Identifiers

PMID42337532
PMCPMC13543415

What OpenQuestion holds

Textmetadata
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.