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 investigates the digital conflicts that occur between different Japanese pornographic animated media (here referred to as ‘hentai anime’) platforms on the anglophone internet. Drawing on the ‘hentai streaming platform wars’ metaphor to illustrate the growth of a hybrid streaming ecology of pirated and licensed animated releases, the article offers a framework to investigate what happens to animation during the platformization of porn, and to pornography during the platformization of animation. By providing a detailed history of the American hentai anime market, from its arrival through fan-distributed video networks up to its current challenges on both legal and pirate streaming platforms, the article demonstrates that the historical conflicts within the hentai streaming ecosystem do not call for tech-solutionist approaches (tracking and deplatforming content). Rather, the article will ask for the pornographic industry as a whole to revaluate how it considers animated productions during porn platformization.
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) | 0.000 | 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