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Record W4409515662 · doi:10.26522/ssj.v19i1.4408

Caste, Constitution, Court, Equality: The Social Justice Imbroglio in Contemporary India

2025· article· en· W4409515662 on OpenAlexvenueno aff
Ishita Banerjee‐Dube

Bibliographic record

VenueStudies in Social Justice · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicSouth Asian Studies and Conflicts
Canadian institutionsnot available
Fundersnot available
KeywordsCasteConstitutionConstitution of IndiaSocial justiceEconomic JusticeSociologyPolitical scienceLawLaw and economics

Abstract

fetched live from OpenAlex

How do democratic ideals and constitutional provisions of inclusive citizenship and “reasonable classification” of universal rights to combat social oppression and promote social justice get worked out in the crannies of state policies, citizen politics and legislative and legal pronouncements? This article addresses these issues by revisiting the convoluted trajectory of positive discrimination (termed “reservation”) in India as an illustrative and instructive example. It combines an innovative reading of Constitutional Assembly Debates, constitutional provisions, constitutional amendments, and crucial Supreme Court rulings to trace the gradual undoing of constitutional ideals and provisions. An exploration of changing state policies in tune with the imperatives of a neo-liberal Hindu authoritarian regime, and shifting electoral demands of privileged upper castes and classes, allows the article to underscore a radical shift in ethos that has resulted in an interrogation of constitutional provisions for social equality and justice. A lack of consensus on the justifiability of (re)distribution of resources by extending special benefits to the socially suppressed (“backward”) castes and classes of citizens, has laid bare the ambiguities inherent in constitutional ideals and provisions, highlighted the resourceful use of such ambiguities by the socially entitled citizens to disavow caste-based social oppression, and insist on economic weakness that hampers equal opportunity as the fair ground for “reservation.” A shift in emphasis from “social backwardness” of the oppressed to “economic weakness” of the advantaged in the language of the state ratified by the Supreme Court, underscores the undemocratic consequences of democratic provisions. A serious interrogation of the fairness of reasonable classification of equality and the justifiability of distribution on the part of the socially privileged, has served to disavow calls for social justice and recognition of difference by the oppressed, and overturned the basic premise of equal respect that ground liberal theories of social justice and social democracy.

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)0.002
metaresearch head score (Gemma)0.003
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: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.968
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.002
Science and technology studies0.0050.003
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.135
GPT teacher head0.446
Teacher spread0.310 · 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 designQualitative
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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