Evidence map›Paper›PMID 42079984›Full record

ArticleAdvances in medical education and practice2026

Evaluation of a Hybrid Case-Based Learning and Small-Group Teaching Model Using Artificial Intelligence-Assisted Case Generation: An Innovative Dental Education Study.

Sushmitha Malpe Gopal, Shashidhar Venkatesh Murthy, ShanthaKumari B R, Vathsala Patil, Tanvi Shetty, Komattil Ramnarayan

Abstract read
In one paragraph

Article in Advances in medical education and practice, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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.

Sushmitha Malpe Gopal *Division of Pathology, Department of Basic Medical Sciences, Manipal Academy of Higher Education, Manipal, Karnataka, India.ORCID 0009-0000-2652-8020
Shashidhar Venkatesh Murthy *Department of Anatomy and Pathology, College of Medicine and Dentistry, James Cook University, Townsville, Queensland, Australia.ORCID 0000-0003-3006-4577
ShanthaKumari B RDivision of Pathology, Department of Basic Medical Sciences, Manipal Academy of Higher Education, Manipal, Karnataka, India.ORCID 0009-0006-1679-8426
Vathsala PatilDepartment of Oral Medicine and Radiology, Manipal College of Dental Sciences, Manipal Academy of Higher Education, Manipal, Karnataka, India.ORCID 0000-0002-8656-8080
Tanvi ShettyDivision of Pathology, Department of Basic Medical Sciences, Manipal Academy of Higher Education, Manipal, Karnataka, India.ORCID 0000-0001-5797-8761
Komattil RamnarayanSikkim Manipal University, Gangtok, Sikkim, India.ORCID 0000-0002-7117-1830

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Purpose: The present study aims to incorporate an active learning pedagogy model that is both educator-friendly and cost-effective, to enhance the effectiveness of basic medical science teaching in the undergraduate dental curriculum. Methods: This is an exploratory educational study that focuses on students' perceptions of the hybrid case-based learning and small-group teaching approach, along with student and faculty feedback on the use of artificial intelligence in case generation. The data was analyzed using descriptive statistics and thematic coding. Results: Students reported overwhelmingly positive perceptions of enhanced subject knowledge, clinical reasoning, and examination preparedness, while fostering collaborative learning under the facilitation of subject experts. Faculty reported highly positive perceptions of using artificial intelligence to generate case vignettes that align with the learning objectives, while also highlighting the significance of human oversight. Conclusion: The integration of innovative AI-generated, faculty-validated case study materials delivered through small-group facilitated learning was well received by both students and educators, as evidenced by their feedback. This approach supports active learning, enhances higher-order cognition, strengthens practical applicability, and augments learner engagement, offering a feasible, cost-effective pedagogical model for teaching basic medical sciences in the dental curriculum.

Indexed as

active learningartificial intelligencecase-based learningcollaborative learningexpert validation

Identifiers

PMID42079984
PMCPMC13135092

What OpenQuestion holds

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Registered trials

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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.