The Moral Dilemma in Fashion: Using the Prisoner’s Dilemma Game on Animals and the Environment
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 study aims to determine the optimal solution to the dilemma that arises from vegan fashion materials by identifying current vegan or cruelty-free fashion brands that advocate “animal-friendly” and revealing how animal ethics should be expressed so that consumers more effectively accept it. This research applies the “prisoner’s dilemma,” which is a situation that is often used in game theory. First, the solution to the dilemma of vegan fashion materials using Pareto efficiency is more ideal and rational than that of the Nash equilibrium point. Second, this study finds that many vegan fashion brands use a blend of synthetic materials rather than animal-derived materials. While all cruelty-free fashion brands have been cooperative with the environment, some are treacherous to animals by allowing the manufacture of animal materials. Additionally, animal-friendly brands are being developed mainly in the United States and Canada.
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 | 0.004 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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