Impact of Cost-Effective Digital Slide Platform on Grades of Romanian Veterinary Students

The global shift toward digital pathology necessitates accessible and cost-effective training tools, posing a significant challenge for resource-constrained veterinary faculties. The objective of this study was to evaluate the academic impact of a cost-effective, in-house-developed digital pathology platform implemented at a Romanian Veterinary Faculty during the 2024-2025 academic year. Grade data from six academic years (2018-2025) were used as historical controls. Statistical analysis, including independent-samples <i>t</i>-tests, ANOVA, and multivariable regression, was performed on individual student grade data to assess changes in academic performance and grade distribution. Results demonstrate a statistically significant increase in mean grades and a higher proportion of top-performing students following platform adoption. The 2024-2025 cohort outperformed four of five prior cohorts, showing a marked shift toward higher grades and fewer low grades. We conclude that this low-cost digital pathology platform may significantly enhance student academic outcomes in veterinary pathology education. These findings validate a scalable and sustainable model for improving pedagogical delivery in resource-conscious institutions worldwide. Further longitudinal research is essential to track the long-term sustainability of these academic gains and confirm the platform's impact across multiple graduating cohorts.

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Publication Details

Journal
Veterinary Sciences
Published
2025-11-06
DOI
https://doi.org/10.3390/vetsci12111064
Primary Topic
Veterinary Practice and Education Studies
Type
article
Field-Weighted Citation Impact
0.00
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article

Impact of Cost-Effective Digital Slide Platform on Grades of Romanian Veterinary Students

T. Soare, Bogdan Gabriel Fuerea, Raluca Ioana Rizac, Nicoleta Ciocîrlie et al.
Veterinary Sciences
Veterinary Practice and Education Studies
article

Impact of Cost-Effective Digital Slide Platform on Grades of Romanian Veterinary Students

T. Soare, Bogdan Gabriel Fuerea, Raluca Ioana Rizac, Nicoleta Ciocîrlie, Manuella Militaru
article en

Abstract

The global shift toward digital pathology necessitates accessible and cost-effective training tools, posing a significant challenge for resource-constrained veterinary faculties. The objective of this study was to evaluate the academic impact of a cost-effective, in-house-developed digital pathology platform implemented at a Romanian Veterinary Faculty during the 2024-2025 academic year. Grade data from six academic years (2018-2025) were used as historical controls. Statistical analysis, including independent-samples <i>t</i>-tests, ANOVA, and multivariable regression, was performed on individual student grade data to assess changes in academic performance and grade distribution. Results demonstrate a statistically significant increase in mean grades and a higher proportion of top-performing students following platform adoption. The 2024-2025 cohort outperformed four of five prior cohorts, showing a marked shift toward higher grades and fewer low grades. We conclude that this low-cost digital pathology platform may significantly enhance student academic outcomes in veterinary pathology education. These findings validate a scalable and sustainable model for improving pedagogical delivery in resource-conscious institutions worldwide. Further longitudinal research is essential to track the long-term sustainability of these academic gains and confirm the platform's impact across multiple graduating cohorts.

Veterinary SciencesVol. 12(11)
University of Agronomic Sciences and Veterinary Medicine of Bucharest (RO)
Openalex Percentile: Top 57%
Veterinary Practice and Education Studies
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