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Record W4415846829 · doi:10.15742/ilrev.v15n2.5

Legal Perspectives on Information Asymmetry in Investor Selection for Public-Private Partnership Projects Under O&M Contract

2025· article· W4415846829 on OpenAlexaboutno aff
Như Thị Thùy Cao, Angela H. Chau, Sang Minh Luu, Thao Minh Phuong Ngo, Ha Pham

Bibliographic record

VenueIndonesia Law Review · 2025
Typearticle
Language
FieldBusiness, Management and Accounting
TopicPublic-Private Partnership Projects
Canadian institutionsnot available
Fundersnot available
KeywordsInformation asymmetryGeneral partnershipIntervention (counseling)Selection (genetic algorithm)PhenomenonKey (lock)

Abstract

fetched live from OpenAlex

Information asymmetry is a common barrier in selecting investors in the form of Public-Private Partnerships (PPPs), especially in the Operation and Maintenance (O&M) contracts. This issue arises from the natural information advantage of the construction contractor and the incumbent investor in construction and operation. Although it does not stem from misconduct, such asymmetry still affects competitiveness and selection efficiency. The article analyzes the causes and legal consequences of this phenomenon through a comparative review of Vietnamese and Canadian legal frameworks while also assessing selected projects. The research methodology includes theoretical analysis, legal comparison, and a review of practical literature. The findings highlight the need for regulatory intervention to ensure fair competition, with the key solution being the establishment of obligations to share project data for potential investors.

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)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Scholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.963
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.003
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0020.007
Science and technology studies0.0010.000
Scholarly communication0.0030.013
Open science0.0010.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0000.001

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 head0.063
GPT teacher head0.318
Teacher spread0.254 · 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.

Study designNot applicable
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

Citations0
Published2025
Admission routes1
Has abstractyes

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