Evidence map›Paper›PMID 42288879›Full record

ArticleBMC medical education2026

Application and exploration of digital pathology technology in standardized residency training.

Wangwang Liu, Yi Gan, Qiuxia Gu, Dan Qiao, Zhinong Jiang, Wei Shi

Abstract read
In one paragraph

Article 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.

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1 · What the graph read from it

What it found

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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

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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

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0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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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.

Wangwang LiuDepartment of Pathology, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, 310016, China.
Yi GanDepartment of Pathology, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, 310016, China.
Qiuxia GuDepartment of Pathology, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, 310016, China.
Dan QiaoDepartment of Pathology, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, 310016, China.
Zhinong JiangDepartment of Pathology, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, 310016, China.
Wei ShiDepartment of Pathology, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, 310016, China. shuizip@163.com.

Funding

Zhejiang University School of Medicine jgyb2025068
6 · The paper itself

Abstract

objectiveTo evaluate the effectiveness of digital pathology technology in the standardized residency training (SRT) in clinical pathology, compare the performance differences between digital slide-based and traditional microscope-based assessments, examine the association between assessment modality and residents' slide-reading scores, explore residents' perceptions and acceptance of digital pathology, and explore the potential presence of the "novice tool dependence" effect among junior residents.

methodsA retrospective analysis was performed on assessment data from 64 resident physicians at the clinical pathology training base of Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, between 2021 and 2024. Assessment scores from traditional glass slides (2021-2022) were compared with those from digital slides (2023-2024). Additionally, a questionnaire survey was conducted among 59 resident physicians from six SRT bases in Zhejiang Province to evaluate their usage, functional experience, and acceptance of digital slides. Open-ended responses were independently reviewed by two investigators. Similar responses were categorized into descriptive themes, and the frequency of each theme was documented. Since the open-ended responses were used to supplement and support the quantitative findings, no formal qualitative approach was applied.

resultsNo significant difference was observed in assessment scores between the digital slide group (n = 33, 73.80 ± 11.34) and the traditional glass slide group (n = 31, 74.65 ± 13.45). Hierarchical multiple linear regression showed no statistically significant independent association between assessment modality and assessment scores after adjustment for residency year and educational background (β=-0.015, P = 0.878). In contrast, residency year (β = 0.607, P < 0.001) and educational background (β = 0.218, P = 0.030) were independently associated with assessment scores. Questionnaire responses indicated that the overall use rate of digital slides among resident physicians was 66.10%, with teaching and assessment as the most common applications (86.44%). Exploratory factor analysis showed that junior resident physicians scored significantly higher in the "diagnostic operation efficiency" dimension of digital slides (F = 4.614, P = 0.014). We tentatively describe this pattern as "novice tool dependence". The Kruskal-Wallis H test showed relatively lower acceptance of digital slides for routine reading among senior residents compared to juniors (H = 6.636, P = 0.036). Open-ended responses suggested that residents generally perceived benefits of digital pathology in overcoming time and space limitations, enhancing learning motivation, and standardizing teaching resources across multiple hospital campuses. Nonetheless, participants reported concerns regarding system stability, image resolution, and network dependence.

conclusionBased on this single-center before-and-after comparison, digital slide-based assessment was not associated with a statistically significant difference in archived overall slide-reading scores. These findings provide preliminary support for the feasibility of digital slide-based assessment in SRT, but should be interpreted cautiously because of temporal confounding, limited sample size, and regional restrictions. The observed "novice tool dependence" among junior residents could serve as a preliminary reference for designing targeted SRT training curricula. Within the scope of the present sample, digital slides may serve as an auxiliary educational option for residency teaching and assessment; given limitations, including a limited sample size and regional restrictions, multi-center, cross-regional research is still needed to verify their applicability for wide-scale promotion.

Indexed as

Internship and ResidencyPathology, ClinicalChinaClinical CompetenceDigital MediaEducational MeasurementFemaleHumansMaleMicroscopyRetrospective StudiesSurveys and QuestionnairesDigital PathologyMedical EducationStandardized Residency Training

Identifiers

PMID42288879
PMCPMC13495294

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.