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Record W7103877918 · doi:10.5281/zenodo.17509219

'Bangladesh First Principle': Tarique Rahman's Political Governance Philosophy

2025· article· en· W7103877918 on OpenAlexaff

Bibliographic record

VenueOpen MIND · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicBangladesh Politics, Society, and Development
Canadian institutionsDiscovery Centre
Fundersnot available
KeywordsCorporate governancePoliticsDemocratic governanceDemocracyPolitical philosophySovereigntyMulti-level governanceIdeology

Abstract

fetched live from OpenAlex

This research study analyses Tarique Rahman's political governance ideology, articulated through the "Bangladesh First" (সবার আগে বাংলাদেশ) idea, and assesses its ramifications for national prioritization, democratic governance, and policymaking in Bangladesh. This research study examines philosophy academically, contextualizing it within the broader frameworks of nationalism, democratic governance, and state development. This research examines how the prioritization of national interest and sovereignty influences institutional architecture and public administration through qualitative examination of political speeches, party manifestos, and governance frameworks, alongside comparative governance indicators. The findings indicate that Rahman’s ideology prioritizes national unity, accountability, and policy coherence, offering a conceptual framework for comprehending the interplay of leadership, national identity, and governance in Bangladesh. This study enhances the academic discussion of political philosophy and governance by offering an analytical perspective on the current concepts shaping the nation's political environment.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.924
Threshold uncertainty score0.999

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 studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.001

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 head0.041
GPT teacher head0.353
Teacher spread0.312 · 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 designTheoretical or conceptual
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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