Mastectomy tattoos: An emerging alternative for reclaiming self
Bibliographic record
Abstract
Recent discourses within breast cancer and gendered studies literature suggest some women are challenging postmastectomy bodies as abject bodies. Tattooing is an emerging body project in contemporary society that can offer women who live disembodied from their postmastectomized body an alternative. We consider embodied health movements, a type of social movement, to explore how acquiring meaningful tattoo art over a mastectomized site can been seen as challenging hegemonic, gendered discourses of the female breast and patriarchal ideals of beauty, post mastectomy. As part of emancipatory practices, tattooed bodies have historically been used to challenge dominant discourses related to identity and is currently evolving into practices of self-expression, healing, and transformation. As an emerging phenomenon among women, it is important for nurses to understand the prevalence and role of tattoos more broadly, and the possible means for women to embody healing and transformation post mastectomy.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.024 |
| Scholarly communication | 0.006 | 0.005 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".