MétaCan
Menu
Back to cohort
Record W7112090031

Smart Public Procurement and Labour Standards:Pushing the Discussion after RegioPost

2018· book· en· W7112090031 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueBristol Research (University of Bristol) · 2018
Typebook
Languageen
FieldBusiness, Management and Accounting
TopicPublic Procurement and Policy
Canadian institutionsnot available
Fundersnot available
KeywordsProcurementLeverage (statistics)Common lawMember statesWork (physics)Economic JusticeEuropean court of justicePublic interest
DOInot available

Abstract

fetched live from OpenAlex

Smart procurement aims to leverage public buying power in pursuit of social, environmental and innovation goals. Socially-orientated smart procurement has been a controversial issue under EU law. The extent to which the Court of Justice (ECJ) has supported or rather constrained its development has been intensely debated by academics and practitioners alike. After the slow development of a seemingly permissive approach, the ECJ case law reached an apparent turning point a decade ago in the often criticised judgments in Rüffert and Laval, which left a number of open questions.<br/><br/>The more recent judgments in Bundesdruckerei and RegioPost have furthered the ECJ case law on socially-orientated smart procurement and aimed to clarify the limits within which Member States can use it to enforce labour standards. This case law opens up additional possibilities, but it also creates legal uncertainty concerning the interaction of the EU rules on the posting of workers, public procurement and fundamental internal market freedoms. These developments have been magnified by the reform of the EU public procurement rules in 2014.<br/><br/>This book assesses the limits that the revised EU rules and the more recent ECJ case law impose on socially-orientated smart procurement and, more generally, critically reflects on potential future developments in this area of intersection of several strands of EU economic law.

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.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.111
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0010.002
Scholarly communication0.0010.002
Open science0.0020.002
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.048
GPT teacher head0.272
Teacher spread0.224 · 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