Evidence map›Paper›PMID 42526087›Full record

ArticlePoultry science2026

Comparative analysis of drop mass variance for manual and automatic delivery of large-scale eye drop poultry vaccine.

Michael Bakker, Barbora Vraníková, Erik Jurjen Duintjer Tebbens, Zdenka Šklubalová

Abstract read
In one paragraph

Article in Poultry science, 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

4 authors.

Michael BakkerDepartment of Biophysics and Physical Chemistry, Faculty of Pharmacy in Hradec Králové, Charles University, Akademika Heyrovského 1203, 500 05 Hradec Králové, Czech Republic. Electronic address: bakkerm@faf.cuni.cz.
Barbora VraníkováDepartment of Pharmaceutical Technology, Faculty of Pharmacy in Hradec Králové, Charles University, Akademika Heyrovského 1203, 500 05 Hradec Králové, Czech Republic. Electronic address: vranikovab@faf.cuni.cz.
Erik Jurjen Duintjer TebbensDepartment of Biophysics and Physical Chemistry, Faculty of Pharmacy in Hradec Králové, Charles University, Akademika Heyrovského 1203, 500 05 Hradec Králové, Czech Republic. Electronic address: jurjend@faf.cuni.cz.
Zdenka ŠklubalováDepartment of Pharmaceutical Technology, Faculty of Pharmacy in Hradec Králové, Charles University, Akademika Heyrovského 1203, 500 05 Hradec Králové, Czech Republic. Electronic address: sklubalova@faf.cuni.cz.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The delivery of ocular vaccines in the poultry industry is a crucial challenge, where manual eye-drop administration is prone to user-dependent variation. This leads to significant vaccine waste, increased labor costs, and potential health risks to animals. Employing robust statistical modeling, we aimed to compare a novel automated dropper apparatus against conventional methods under various influencing factors. Through multi-linear regression, we identified dispensing angle and inconsistent manual pressure as primary sources of drop mass variability in conventional systems. For flat-tip droppers, decreasing the dispensing angle led to smaller drops, while for round-tips, a tilted position (45°) altered drop mass significantly due to lateral wetting. We also demonstrated that remaining volume of the bottle could not explain the variability in drop mass, evidenced by near-zero R-squared values in regression models regardless of preparation or dispensing rate. The automated dropper exhibited superior performance, reducing drop mass standard deviation by 1.32 to 1.23 mg compared to manual methods ensuring both consistent dosing and minimizing waste. These lower standard deviations were particularly noticeable when compared to alternative dispensing techniques. These findings underscore the potential of automated systems to enhance accuracy and consistency in large-scale eye-drop poultry vaccine delivery.

Indexed as

Drop massDropper apparatusEye dropPoultryVaccine

Identifiers

PMID42526087
PMCPMC13449668

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LicenceCC BY
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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.