Evidence map›Paper›PMID 41612355›Full record

Trial reportBMC medical education2026

Perceptual learning enhances diabetic retinopathy detection skills in novice optometry students.

Kai Yip Choi, Ka Wing Chan, Hiu Ching Yau, Yuet Yan Lau, Tsz Wing Leung

Abstract readRandomized Controlled Trial
In one paragraph

Trial report 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

5 authors.

Kai Yip ChoiSchool of Optometry, The Hong Kong Polytechnic University, 11 Yuk Choi Road, Hung Hom, Kowloon, Hong Kong SAR, China.
Ka Wing ChanSchool of Optometry, The Hong Kong Polytechnic University, 11 Yuk Choi Road, Hung Hom, Kowloon, Hong Kong SAR, China.
Hiu Ching YauSchool of Optometry, The Hong Kong Polytechnic University, 11 Yuk Choi Road, Hung Hom, Kowloon, Hong Kong SAR, China.
Yuet Yan LauSchool of Optometry, The Hong Kong Polytechnic University, 11 Yuk Choi Road, Hung Hom, Kowloon, Hong Kong SAR, China.
Tsz Wing LeungSchool of Optometry, The Hong Kong Polytechnic University, 11 Yuk Choi Road, Hung Hom, Kowloon, Hong Kong SAR, China. jeffrey.tw.leung@polyu.edu.hk.

Funding

Hong Kong Polytechnic University TDG22-25/SMS-14
6 · The paper itself

Abstract

backgroundThis study aimed to evaluate a perceptual learning module (PLM) for improving visual diagnostic skills among novice students and to investigate the underlying cognitive mechanisms using eye-tracking.

methodsIn this mixed-design study, 63 novice optometry students (Year 1 and 2) were randomly assigned into one of three groups: perceptual learning (PL), perceptual learning with enhanced-contrast (PLC), or a no-training control. A benchmark group of 21 senior students (Year 5) with formal clinical training was also recruited. The PL and PLC groups completed a four-week, web-based perceptual learning program focused on identifying signs of diabetic retinopathy. Diagnostic accuracy was assessed at pre-training and post-training for all groups, and at a three-month follow-up for the PL group. Fixation patterns, defined as the percentage and duration of fixations on pathological areas, were recorded using an eye-tracker.

resultsAfter the four-week intervention, the diagnostic accuracy of the PL and PLC groups improved significantly (p < 0.001), achieving a level similar to the senior students (p > 0.99) and better than the control group (p < 0.001). This improvement was retained at the three-month follow-up (p > 0.99). The training also increased the PL group’s fixation hits and duration on pathological areas (p < 0.001) to a level comparable to that of the senior students (p = 0.92). Post-training diagnostic accuracy in the PL group was moderately correlated with percentage of fixation hit (r = 0.50, p = 0.03), a relationship not observed at baseline or in the senior students.

conclusionsPerceptual learning is a potent and durable educational intervention that refines the fixation patterns of novice learners to a level comparable to that of more experienced students. These findings support the integration of PLMs into health professions curricula to efficiently improve pattern identification – a foundation of diagnostic skill.

Indexed as

Clinical CompetenceDiabetic RetinopathyLearningOptometryAdultEye-Tracking TechnologyFemaleHumansMaleYoung AdultDiabetic retinopathyEye-trackingHealthcare educationPerceptual learningVisual expertise

Identifiers

PMID41612355
PMCPMC12934023

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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.