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Record W2756073207 · doi:10.1111/1467-8500.12260

Public‐Private Partnerships: The Way They Were and What They Can Become

2017· article· en· W2756073207 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueAustralian Journal of Public Administration · 2017
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicPublic-Private Partnership Projects
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsBusinessPublic administrationPolitical science

Abstract

fetched live from OpenAlex

Abstract Infrastructure PPPs are now main‐stream. Both partnership language and its contractual forms have evolved over the past few decades, though. Compared to early optimistic promises, we now have a more nuanced and balanced view of what PPPs are and what they can achieve. Indeed, modern PPPs are tied more to seeking economic growth and political success rather than demonstrating ‘one‐best‐way’ to deliver efficient infrastructure. This article traces where the infrastructure PPP idea has come from and what it is now becoming. It takes a global perspective and places Australian and international experience in this context, particularly through the global financial crisis. It concludes that PPP can become an integrated part of infrastructure development around the world, assuming learning occurs from past experience. It presents several lessons on deepening partnerships; on the multiplicity of the PPP ‘model’ and its ingredients; on policy learning and on governing infrastructure in the medium term. And it also concludes that not only does the PPP brand today still offer manifold possibilities, even more public policy experimentation is currently warranted.

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)0.003
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScholarly communication
Consensus categoriesScholarly communication
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.716
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0180.019
Open science0.0020.000
Research integrity0.0000.001
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 head0.183
GPT teacher head0.324
Teacher spread0.141 · 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