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Record W4247080898 · doi:10.46568/pjass.v9i0.329

Local Communities Participation In China-Pakistan Economic Corridor (CPEC): The Case Of Balochistan

2020· article· en· W4247080898 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.

fundA Canadian funder is recorded on the work.
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

VenuePakistan Journal of Applied Social Sciences · 2020
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicBelt and Road Initiative
Canadian institutionsnot available
FundersYork UniversityUniversity of Karachi
KeywordsChinaGovernment (linguistics)Local governmentCitizen journalismEconomic growthParticipatory developmentCommunity developmentLocal communitySustainabilityDevelopment planSustainable developmentNonprobability samplingScheduleBusinessPolitical sciencePublic administrationPopulationEngineeringSociologyEconomicsManagement

Abstract

fetched live from OpenAlex

In development, community participation has become a crucial aspect to encourage community interest, ownership and sustainability of projects. Development by itself relates with human development, therefore the participation of the people in their own development is very essential. This mega Chinese plan is to spend 62 billion US dollars to build China Pakistan Economic corridor and the Gwadar port. China-Pakistan Economic Corridor (CPEC) is a collection of development projects, which is intended to rapidly expand and upgrade Pakistani infrastructure, as well as deepen and broaden economic links between Pakistan and China. According to Government of Pakistan, the corridor Gwadar-Kashger would be a game-changer for Pakistan and will certainly put the province of Balochistan in new ranks of development sector. This research paper discusses the involvement and participation of local communities in CPEC project in Pakistan using a case study of local communities in Balochistan. The study examines two key opinions: community membership in the CPEC decision implementing process; and the contribution of CPEC project towards Balochistan development. The study includes interviews and document analysis. A sample of 100 multi-stakeholders (ordinary community members, politicians, Government officials, NGOs representatives, fishermen and businessmen) will be selected through a pre-structured interview schedule using random and purposive techniques for primary data. The data will be analyzed with the help of Chi-Square. The findings of the study may help to policymakers, project experts and national and international organizations to introduce new participatory approaches to ensure local communities participation in development projects, particularly in the CPEC project.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
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 score0.591
Threshold uncertainty score0.386

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.062
GPT teacher head0.316
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