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Debating on One Nation, One Policy: Implications for India’s Political System

2025· article· W4417075396 on OpenAlexaboutno aff
Pompee Dehingia, Fatima Begum

Bibliographic record

VenueShodhPatra: International Journal of Science and Humanities. · 2025
Typearticle
Language
FieldSocial Sciences
TopicSouth Asian Studies and Conflicts
Canadian institutionsnot available
Fundersnot available
KeywordsFederalismUnitary stateConstitutionCentralisationPluralism (philosophy)PoliticsTransparency (behavior)BureaucracyAccountability

Abstract

fetched live from OpenAlex

One nation one policy debate has emerged as a significant point of debate within it.Advocate argue that uniform policies across the country such as areas of education, election, taxation Civil laws or ensure to promote National integration reduce bureaucratic complexity and improve administrative efficiency. One nation One policy can also strengthen National integration by creating a shared regulatory environment and reducing disparities in developing outcomes promotes to transparency and accountability .The constitution of India has derived from the traditional federal systems like US ,Canada ,Switzerland and Australia and also incorporated a large number of unitary or non federal features tilting the balance of power in favour of the nation constitution .Critics contend that such centralisation may undermine India’s constitutional federalism and overlook the country vast socio-cultural and regional diversity. The debate also raises concern about political issues misuse constitutional limitations and the feasibility of applying uniform rules to States with distinct difference. Development needs overall this issue reflect the broader tension between the pursuit of national uniformity and the preservation of India pluralism and federal balance.

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)0.003
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.894
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.003
Scholarly communication0.0010.001
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 head0.078
GPT teacher head0.366
Teacher spread0.288 · 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; both teacher heads agree on what is shown here.

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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