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Record W4280625806 · doi:10.1111/gwao.12857

Deep care: The COVID‐19 pandemic and the work of marginal feminist organizing in India

2022· article· en· W4280625806 on OpenAlexaff
Pallavi Banerjee, Chetna Khandelwal, Megha Sanyal

Bibliographic record

VenueGender Work and Organization · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicGender Politics and Representation
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsCoronavirus disease 2019 (COVID-19)PandemicWork (physics)2019-20 coronavirus outbreakSevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2)SociologyVirologyMedicineEngineeringOutbreak

Abstract

fetched live from OpenAlex

Abstract In this paper, we adopt a Southern feminist epistemology to critically appraise the ways in which media discourse on gendered organizing during the Indian COVID‐19‐induced migrant crisis resists or reinforces hegemonic caste hierarchies. To contextualize this work, we briefly historicize scholarship on feminist organizing around land rights, hunger, and violence, while noting the politics of contagion and pollution narratives plaguing the pandemic discourse in India. After conducting a qualitative content analysis (QCA) followed by a critical discourse analysis (CDA) of media discourses across three tiers (international, national, and local), we found that international and national tiers of discourse largely deployed a savarna gaze that worked to 1) Reinforce brahminical and technocratic pandemic narratives and 2) Delegitimize Dalit marginal organizing feminist work and Dalit sensibilities through seven overlapping metrics of erasure. On the other hand, local tier of discourse confronted the savarna gaze, amplified voices of Dalit and Muslim women by centering their narratives of resistance, and tackled the exacerbation of casteist oppression under the pandemic in the service of emancipation. Local discourses also highlight how marginal organizing during the first pandemic lockdown involved provision of essential resources and services (food, medical care, security) for mostly Dalit and Muslim migrant workers, and women intersectionally facing domestic violence and savarna violence. Despite the brahmininal structural oppression, Dalit feminist praxis' emblematic resistance of oppressive structures, during and beyond times of crisis, constitutes what we call the work of deep care .

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.005
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.018
Threshold uncertainty score0.078

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.004
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0180.058
Scholarly communication0.0140.004
Open science0.0020.013
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0030.000

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 head0.028
GPT teacher head0.277
Teacher spread0.249 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations26
Published2022
Admission routes1
Has abstractyes

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