Labour’s Constitution: Pursuing Economic, Social and Political Justice
Bibliographic record
Abstract
Introduction One of the core normative aims of the Indian Constitution is the creation of an active citizenry. An Indian citizen is duty-bound to respect the constitutional principles, follow the ideals that guided the Indian independence movement, protect the sovereignty and unity of the country, defend the country, promote harmony and brotherhood, preserve the nation's heritage and culture, protect and improve the natural environment, develop scientific temper and inquisitiveness, safeguard public property, provide opportunities for their children's education and strive towards excellence in all spheres of individual and collective activities. It is by imagining Indian citizens as agents of historical continuation and progressive change through their individual and collective activities that the slave mentality of the Indian subjects under the British rule could be overcome. While it is true that the Constitution aimed to create independent political agents capable of self-determination, the ideal of enterprising citizens, or worker-citizens, is also required to overcome the slave mentality and simultaneously pursue a nation-building agenda. In fact, the Constitution's three major trajectories – that of securing political freedoms, planning economic development and undertaking social reform – all take the idea of worker-citizens as the core of their agenda. Although different dimensions of Indian citizenship may be contested, the secular Indian identity is so intimately connected to the idea of the worker-citizen that it is around this ideal that the Constitution develops its social justice narrative. Yet this aspect of the Constitution has rarely received a sustained analysis from constitutional law scholars, including by those offering a tour d’horizon of the Constitution. Since the Constitution signifies a break from the past, Indian citizens are conceived as agents of change. Work, or labour, is the primary process through which this agency finds – ought to find – a concrete personal expression in accordance with the Constitutional plan. The de facto reach of the concept of work, and consequently of the worker identity, is much more pervasive than that of the fundamental duty-bearing political citizen. Work is a fundamental condition of life for the overwhelming majority of Indian citizens. If we take into account an expansive definition of work as also including unpaid and care work, the magnitude of the worker identity becomes staggering.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.027 |
| Scholarly communication | 0.011 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.006 | 0.005 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".