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Record W4411029133 · doi:10.7202/1117968ar

Réflexions en vue de l’édification d’une loi sur la protection du consommateur immobilier

2025· article· fr· W4411029133 on OpenAlexvenueaboutno aff
Marie‐Hélène Dufour

Bibliographic record

VenueRevue de droit Université de Sherbrooke · 2025
Typearticle
Languagefr
FieldSocial Sciences
TopicFrench Urban and Social Studies
Canadian institutionsnot available
Fundersnot available
KeywordsPolitical sciencePhilosophy

Abstract

fetched live from OpenAlex

En droit québécois, la personne physique qui contracte avec un entrepreneur en construction ou un promoteur immobilier, que ce soit pour acheter une maison neuve ou une unité d’un immeuble à usage d’habitation ou encore pour faire construire, rénover, réparer ou entretenir un bâtiment résidentiel, bien qu’elle soit un consommateur, ne bénéficie que d’une mince protection sur le plan juridique. Dans le présent article, nous exposons d’abord de quelle façon l’encadrement légal et réglementaire actuel est marqué d’incohérences et s’avère insuffisant à assurer la protection de ce consommateur immobilier. Par la suite, nous cherchons à poser les premiers jalons d’une éventuelle loi sur la protection du consommateur immobilier en définissant les principes qui devraient guider son élaboration ainsi que les règles particulières et les mesures de protection ciblées qui devraient y être incluses.

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)0.007
metaresearch head score (Gemma)0.009
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 score0.209
Threshold uncertainty score0.420

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.009
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0140.028
Scholarly communication0.0080.005
Open science0.0020.004
Research integrity0.0050.006
Insufficient payload (model declined to judge)0.0150.001

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 head0.010
GPT teacher head0.208
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 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

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Same venueRevue de droit Université de SherbrookeSame topicFrench Urban and Social StudiesFrench-language works237,207