Evidence map›Paper›PMID 41912519›Full record

ReviewNPJ science of food2026

The future of digital innovation in transforming food safety systems in the developing world.

Gabor Molnar

Abstract readReview
In one paragraph

Review in NPJ science of food, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Review
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

1 author.

Gabor MolnarIndustrial Development Officer, United Nations Industrial Development Organization (UNIDO), Vienna, Austria. g.molnar@unido.org.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Low- and middle-income countries bear the most significant burden of foodborne diseases, impacting their food and nutrition security, trade, and ultimately economic growth. Recent advances in digitization and artificial intelligence provide new opportunities to transform food safety systems, addressing inefficiencies through better oversight and improved decision-making. This article synthesizes current practices and developments related to food safety and digital innovation, and proposes a Digital Food Safety Transformation Framework.

Identifiers

PMID41912519
PMCPMC13199396

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.