MétaCan
Menu
Back to cohort
Record W4409722415 · doi:10.7202/1117562ar

Les clauses abusives des contrats de construction

2025· article· fr· W4409722415 on OpenAlexaffvenue

Bibliographic record

VenueLes Cahiers de droit · 2025
Typearticle
Languagefr
FieldEconomics, Econometrics and Finance
TopicLaw, Economics, and Judicial Systems
Canadian institutionsUniversité de Sherbrooke
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

Depuis quelques années, les entrepreneurs soumissionnent moins en vue de l’obtention de contrats publics de construction : ils allèguent notamment que ceux-ci contiennent des clauses abusives. Les contrats de construction octroyés selon un processus d’appel d’offres sont des contrats d’adhésion, considérant que le donneur d’ouvrage élabore unilatéralement les stipulations contractuelles et qu’il les impose à l’entrepreneur. Bien que les tribunaux puissent annuler les clauses abusives que comportent les contrats d’adhésion, ils interviennent peu fréquemment. Dans le présent texte, l’auteure vise à faciliter l’identification des clauses abusives des contrats d’entreprise de construction et détaille cinq types de clauses susceptibles de désavantager un entrepreneur d’une manière excessive et déraisonnable ou de dénaturer un contrat de construction.

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)0.008
metaresearch head score (Gemma)0.029
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.015
Threshold uncertainty score0.049

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.029
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0050.009
Scholarly communication0.0080.006
Open science0.0020.004
Research integrity0.0040.006
Insufficient payload (model declined to judge)0.0150.002

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 head0.014
GPT teacher head0.215
Teacher spread0.201 · 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 designNot applicable
Domainnot available
GenreOther

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

Citations0
Published2025
Admission routes2
Has abstractyes

Explore more

Same venueLes Cahiers de droitSame topicLaw, Economics, and Judicial SystemsFrench-language works237,207