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Record W4388659499 · doi:10.1108/jopp-07-2023-0053

Restricting freedom of contract – the EU foreign subsidies regulation and its consequences for public procurement

2023· article· en· W4388659499 on OpenAlexaff
Michał Kania, Marta Andhov

Bibliographic record

VenueJournal of Public Procurement · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicEU Law and Policy Analysis
Canadian institutionsInstitute on Governance
Fundersnot available
KeywordsProcurementSubsidyBusinessInternational tradeInternational economicsNatural resource economicsEconomic policyEconomicsMarket economy

Abstract

fetched live from OpenAlex

Purpose The purpose of this paper is to analyze the recently enacted Regulation (EU) 2022/2560 of the European Parliament and of the Council of December 14, 2022, on foreign subsidies distorting the internal market (foreign subsidies regulation [FSR]) and its repercussions on the European Union (EU) public procurement marketplace and corporations from third countries. The purpose of this paper is to analyze the geopolitical and economic backgrounds for the Regulation and its efficiency. Design/methodology/approach In this study, the authors used doctrinal and analytical legal methodologies, meticulously examining pertinent EU law sources. The authors systematically collated and scrutinized applicable literature and legislative process materials to discern the essence and substance of the norms enshrined in the law. In this study, the authors also applied a socio-legal methodology when focusing on the economic and geopolitical context surrounding the adoption of the FSR. The contextual analysis traces the evolution of changes in international cooperation and recent political shifts. Findings Implementing the FSR should pave the way for a more equitable competitive landscape within the EU public procurement market, bolstering EU values. However, its potential to prolong public procurement procedures and create uncertainties regarding their outcomes could pose challenges, possibly affecting the effectiveness of public procurement regulations. Only time will reveal the extent of the EU’s interventionist approach and how necessary adjustments must be made to align with market demands. Social implications This study highlights socially relevant aspects of the implementation of EU policies – European New Green Deal and European Industrial Policy in the context of public procurement. The analysis contained in this study concerns issues directly related to meeting the collective needs of the citizens. Originality/value To the best of the authors’ knowledge, this study is the first in-depth analysis of the solutions contained in the FSR in terms of geopolitical and economic aspects. Furthermore, there have been no studies so far, which have analyzed the FSR in detail from the point of view of its effectiveness. The effectiveness concept contained in this study is the authors’ own solution.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.020
metaresearch head score (Gemma)0.030
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.020
Threshold uncertainty score0.104

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0200.030
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.002
Science and technology studies0.0040.022
Scholarly communication0.0120.005
Open science0.0010.006
Research integrity0.0040.003
Insufficient payload (model declined to judge)0.0040.000

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 head0.164
GPT teacher head0.362
Teacher spread0.198 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
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

Citations3
Published2023
Admission routes1
Has abstractyes

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