Evidence map›Paper›PMID 42122565›Full record

ArticleSensors (Basel, Switzerland)2026

From Concept to Practice: Implementing a Knowledge-Driven Decision Support Platform for Sustainable Viticulture in Montenegro.

Tamara Racković, Kruna Ratković, Marko Simeunović, Nataša Kovač, Christoph Menz, Helder Fraga, Aureliano C Malheiro, António Fernandes, João A Santos

Abstract read
In one paragraph

Article in Sensors (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

9 authors.

Tamara RackovićFaculty of Applied Sciences, University of Donja Gorica, Oktoih 1, 81000 Podgorica, Montenegro.ORCID 0009-0004-6844-0245
Kruna RatkovićFaculty of Applied Sciences, University of Donja Gorica, Oktoih 1, 81000 Podgorica, Montenegro.ORCID 0000-0002-3947-5797
Marko SimeunovićFaculty of Applied Sciences, University of Donja Gorica, Oktoih 1, 81000 Podgorica, Montenegro.ORCID 0000-0001-8006-4466
Nataša KovačFaculty of Applied Sciences, University of Donja Gorica, Oktoih 1, 81000 Podgorica, Montenegro.ORCID 0000-0002-6671-2938
Christoph MenzPotsdam Institute for Climate Impact Research (PIK) e.V., Telegrafenberg A 31, 14473 Potsdam, Germany.ORCID 0000-0001-5127-1554
Helder FragaCentre for the Research and Technology of Agroenvironmental and Biological Sciences (CITAB), Inov4Agro, Universidade de Trás-os-Montes e Alto Douro (UTAD), Quinta de Prados, 5000-801 Vila Real, Portugal.ORCID 0000-0002-7946-8786
Aureliano C MalheiroCentre for the Research and Technology of Agroenvironmental and Biological Sciences (CITAB), Inov4Agro, Universidade de Trás-os-Montes e Alto Douro (UTAD), Quinta de Prados, 5000-801 Vila Real, Portugal.ORCID 0000-0001-6606-1787
António FernandesCentre for the Research and Technology of Agroenvironmental and Biological Sciences (CITAB), Inov4Agro, Universidade de Trás-os-Montes e Alto Douro (UTAD), Quinta de Prados, 5000-801 Vila Real, Portugal.ORCID 0000-0001-6124-1578
João A SantosCentre for the Research and Technology of Agroenvironmental and Biological Sciences (CITAB), Inov4Agro, Universidade de Trás-os-Montes e Alto Douro (UTAD), Quinta de Prados, 5000-801 Vila Real, Portugal.ORCID 0000-0002-8135-5078

Funding

European Commission 101059461Foundation for Science and Technology ID/04033/2025Foundation for Science and Technology LA/P/0126/2020
6 · The paper itself

Abstract

Viticulture is highly vulnerable to weather variability and climate change. Growers increasingly face risks associated with extreme weather events, water scarcity, and emerging pests and diseases. To address these challenges, this study presents the development and implementation of the first operational digital decision support platform (DSP) tailored to Montenegrin vineyards within the MONTEVITIS project. The platform integrates IoT sensor data, national meteorological records and high-resolution global climate datasets to provide real-time monitoring and climate projections for vineyard management. The system was piloted in four vineyards representing diverse microclimatic and soil conditions of Montenegro. Key functionalities include phenology, irrigation and disease alerts supported by a user-friendly dashboard, map-based visualisation tools and data export functions. The pilot deployment demonstrated that combining heterogeneous data streams increases the reliability of outputs and enables timely, site-specific recommendations. Challenges identified during implementation include connectivity limitations, gaps in data and variable levels of digital expertise among growers; however, lessons learned point to the importance of continuous stakeholder engagement and institutional support for sustained use. The MONTEVITIS experience demonstrates how digital agriculture tools can bridge tradition and innovation in viticulture. By fostering collaboration between growers, researchers and policy makers, the platform enables adaptive strategies for climate resilience and sustainable vineyard management. Although the platform has been successfully deployed and tested under pilot conditions, a comprehensive long-term validation of its performance and impact on vineyard decision-making remains part of ongoing future work.

Indexed as

climate datadecision support platformIoTphenologysustainabilityvineyard managementviticulture

Identifiers

PMID42122565
PMCPMC13165835

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.