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Record W3134976360 · doi:10.3389/fsufs.2021.642787

Envisioning the Future of European Food Systems: Approaches and Research Priorities After COVID-19

2021· article· en· W3134976360 on OpenAlexaff
Matteo Vittuari, Giovanni Giorgio Bazzocchi, Sonia Blasioli, Francesco Cirone, Albino Maggio, Francesco Orsini, Jerneja Penca, Mara Petruzzelli, Kathrin Specht, Samir Amghar, Aleksandar-Mihail Atanasov, Inti Bertocchi, Antoine Coudard, Andrea Crepaldi, Adam Curtis, Runrid Fox-Kämper, Anca Elena Gheorghică, Agnès Lelièvre, Pere Muñoz, Erwin Nolde, José J. Pascual-Fernández, Giuseppina Pennisi, Bernd Pölling, Lèlia Reynaud-Desmet, Isabella Righini, Youssef Rouphael, Véronique Saint-Gès, Antonella Samoggia, Shima Shaystej, Macu da Silva, Susana Toboso‐Chavero, Pietro Tonini, Gorazd Trušnovec, Benjamin L. Vidmar, Gara Villalba, Fabio De Menna

Bibliographic record

VenueFrontiers in Sustainable Food Systems · 2021
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicUrban Agriculture and Sustainability
Canadian institutionsBell (Canada)
FundersWageningen University and ResearchHorizon 2020 Framework ProgrammeUniversità di BolognaUniversità degli Studi di Napoli Federico II
KeywordsFood systemsSustainabilityBusinessWork (physics)Food processingPopulationFood securityPolitical scienceEconomic growthEnvironmental planningAgricultureGeographyEngineeringSociologyEconomics

Abstract

fetched live from OpenAlex

The COVID-19 pandemic unveiled the fragility of food sovereignty in cities and confirmed the close connection urban dwellers have with food. Although the pandemic was not responsible for a systemic failure, it suggested how citizens would accept and indeed support a transition toward more localized food production systems. As this attitudinal shift is aligned with the sustainability literature, this work aims to explore the tools and actions needed for a policy framework transformation that recognizes the multiple benefits of food systems, while considering local needs and circumstances. This perspective paper reviews the trends in production and consumption, and systematizes several impacts emerged across European food systems in response to the first wave of pandemic emergency, with the final aim of identifying challenges and future strategies for research and innovation toward the creation of resilient and sustainable city/region food systems. The proposal does not support a return to traditional small-scale economies that might not cope with the growing global population. It instead stands to reconstruct and upscale such connections using a “think globally act locally” mind-set, engaging local communities, and making existing and future citizen-led food system initiatives more sustainable. The work outlines a set of recommended actions for policy-makers: support innovative and localized food production, training and use of information and communication technology for food production and distribution; promote cross-pollination among city/region food systems; empower schools as agents of change in food provision and education about food systems; and support the development of assessment methodologies and the application of policy tools to ensure that the different sustainability dimensions of the food chain are considered.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.669
Threshold uncertainty score0.432

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.038
GPT teacher head0.237
Teacher spread0.199 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations62
Published2021
Admission routes1
Has abstractyes

Explore more

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