Evidence map›Paper›PMID 42121520›Full record

ArticleFoods (Basel, Switzerland)2026

Implementing Food Traceability: Insights from Australian Red Meat and Honey Sectors.

Francesco Tacconi, Airong Zhang, Christina Maxwell, Arnold Jorge

Abstract read
In one paragraph

Article in Foods (Basel, Switzerland), 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

4 authors.

Francesco TacconiAgriculture and Food, Commonwealth Scientific and Industrial Research Organisation (CSIRO), St Lucia, Brisbane, QLD 4067, Australia.ORCID 0000-0003-2812-4251
Airong ZhangHealth and Biosecurity, Commonwealth Scientific and Industrial Research Organisation (CSIRO), Dutton Park, Brisbane, QLD 4102, Australia.ORCID 0000-0002-9839-1032
Christina MaxwellHealth and Biosecurity, Commonwealth Scientific and Industrial Research Organisation (CSIRO), Dutton Park, Brisbane, QLD 4102, Australia.ORCID 0000-0002-5821-7515
Arnold JorgeExport Council of Australia, Castlereagh St, Sydney, NSW 2000, Australia.

Funding

Commonwealth Scientific and Industrial Research Organisation NADepartment of Agriculture, Fisheries and Forestry 4-INJPUOY
6 · The paper itself

Abstract

Traceability systems are increasingly central to ensure food safety, quality, biosecurity, and sustainability in agrifood supply chains. Despite advances in digital technologies, adoption and effective implementation remain uneven, with many producers still relying on paper-based systems. This study examines the motivations and conditions that enable or constrain the participation in traceability systems by Australian red meat and honey producers using the Digital Maturity Framework (DMF) as a diagnostic lens. Drawing on seven focus groups and five individual interviews involving a total of 73 producers and supply chain stakeholders from both sectors, the study investigates how value perceptions, technology and infrastructure, data analytics and management, capability, and data governance, influence producers' engagement with traceability systems. Our findings indicate that while regulatory pressure and market opportunities incentivise adoption, several challenges persist, including high costs, limited digital skills, data sharing concerns, and sector-specific constraints. The red meat sector demonstrates higher digital maturity, driven largely by compliance mandates and an established regulatory system. In contrast, the honey bee sector exhibits more fragmented traceability adoption, challenged by the predominance of small-scale producers and limited trust in data sharing mechanisms. The comparison between two sectors reveals the influence of sectoral context. In particular, the regulatory frameworks and supply chain coordination play a relevant role in the adoption of traceability technologies. Overall, this research reveals the need for tailored policy and industry support, including regulatory harmonisation, improved data interoperability, digital infrastructure, and capacity-building initiatives to enable more consistent and broader traceability implementation across agrifood systems.

Indexed as

beekeepersbiosecuritydigital maturitydigital technologiesfocus groupslivestock

Identifiers

PMID42121520
PMCPMC13163774

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.