Epistemic injustice: women poppy cultivators in the opium production discourse of Afghanistan
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
This article demonstrates how the prolonged absence and prejudicial treatment of women in discourse led to their loss of a conceptual framework and inability to articulate their experience to themselves and others. This study analyses the discourse of opium poppy cultivation in Afghanistan, focusing on international and national documentation of poppy cultivation between the Taliban’s fall in 2001 and their return to power in 2021. Applying a feminist epistemology and critical discourse analysis, this study conducts a textual analysis of the Annual Opium Survey Reports produced by the United Nations Office on Drugs and Crimes, the only formal institution presenting research-based reports on this subject. The study offers three interlinked findings. First, for 18 years, the epistemic erasure of women poppy cultivators from the national poppy cultivation narrative masculinised the poppy farming occupation and opium poppy-growing families. Second, for two years, the experiences of women opium poppy cultivators were prejudicially deflated, leading to the stereotypical genderisation of the farming occupation and opium-producing families. Third, these two factors – the epistemic erasure of women opium poppy cultivators and the deflation of their experiences – contributed to these women’s epistemic inability to self-identify as farmers, articulate their labour as farming, and claim economic contribution.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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