Climate justice is social justice: articulating people’s rights to the city in Mumbai
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.
Bibliographic record
Abstract
Mumbai, India’s most populous city, faces rising temperatures, flooding, and pollution. Climate change is an urgent concern, yet strong disagreements divide the city’s population on the nature of appropriate responses to climate crisis. We find that urban activists in Mumbai make an explicit connection between social justice and climate justice. This paper studies three social movements working in Mumbai to secure access to housing, water and sanitation for marginalized communities. Building on the work of Nancy Fraser, Iris Marion Young and Henri Lefebvre, we argue that climate injustice in Mumbai has roots in structures of inequality based in class, gender, religion and migration status. Climate adaptation strategies run the risk of exacerbating inequalities when disasters strike. We seek design solutions that centre on inclusive justice rather than technocratic market forces. This paper opens up a conversation about global megacities, climate change and “urban climate justice from below”.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it