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Record W4411766601 · doi:10.35668/2520-6524-2025-2-03

Public-private partnership and its impact on transport infrastructure development: the experience of Australia and Canada

2025· article· en· W4411766601 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

VenueScience Technologies Innovation · 2025
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicPublic-Private Partnership Projects
Canadian institutionsnot available
Fundersnot available
KeywordsGeneral partnershipBusinessPublic–private partnershipTransport infrastructureEnvironmental planningRegional scienceFinanceGeographyTransport engineeringEngineering

Abstract

fetched live from OpenAlex

Public-private partnership is a governments’ progressive political decision to involve the private sector in the development of public infrastructure by the provision of services such as design, financing, construction, operation, reconstruction, maintenance, etc. The article is devoted to determining the foundations of public-private partnership organization and its impact on improving transport infrastructure. The basic principles of public-private partnership development in the article were researched, taking the historical features of its and modern implementation goals. The study examines the main features of public-private partnership development and its positive and negative aspects. The tasks of the public and private sectors in this cooperation are outlined. The experience of advanced countries of the world (Australia, Canada) in using public-private partnership for the development of public infrastructure was researched. The features of the implementation of Australian and Canadian transport infrastructure projects using the public-private partnership were analyzed, resulting in a list of 20 (10 Australian and 10 Canadian) advanced transport projects, reflecting their key aspects and benefits from implementation. By the results of the study were offered suggestions for optimizing the further development of public-private partnership. These suggestions are especially relevant for countries where public-private partnerships are at an early stage of development. The recommendations have also been offered for the development of national public-private partnership, with the purpose of post-war restoration of the national transport sector, taking into account the specifics of its infrastructure application in developed countries.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.719
Threshold uncertainty score0.884

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.006
Science and technology studies0.0000.001
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.053
GPT teacher head0.308
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