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Record W2999181727 · doi:10.1177/1087724x19895281

Infrastructure, Political Conflict, and Stakeholder Interests: The Case of a Public–Private Partnership in Bangladesh

2020· article· en· W2999181727 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

VenuePublic Works Management & Policy · 2020
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicPublic-Private Partnership Projects
Canadian institutionsMcMaster University
Fundersnot available
KeywordsPrivate sectorPoliticsStakeholderGovernment (linguistics)General partnershipCompetitor analysisPublic infrastructurePublic administrationPublic relationsInvestment (military)Public–private partnershipBusinessPolitical scienceEconomic growthFinanceEconomicsMarketingLaw

Abstract

fetched live from OpenAlex

Public–private partnerships (P3s) offer an alternative for constructing public infrastructure by drawing upon private sector finance and expertise. This article explores the case of the construction of an inland container terminal in Bangladesh. Drawing upon a review of the literature on P3s, secondary publications, government documents, and interviews with relevant sources, the study reveals that diverse interests influenced the decision and implementation of an infrastructure project under a P3 model. The investment capacity of the private sector and its human and technological resources could not help overcome the strong obstacles created by political and social forces. The project took a long time to complete, and decisions on the location were frequently changed. The study finds that intense animosity between the two leading political parties that led to efforts to deny credit to competitors and conflicting stakeholder interests are formidable obstacles in the way of implementing P3 projects in Bangladesh.

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 categoriesMeta-epidemiology (narrow), Scholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.912
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.004
Science and technology studies0.0000.001
Scholarly communication0.0020.003
Open science0.0010.002
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 head0.100
GPT teacher head0.293
Teacher spread0.193 · 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