Bibliographic record
Abstract
In this paper, I analyze the animated television series Puella Magi Madoka Magica based on a variety of literary critical methods: neo-noir criticism, feminist epistemology and studies of technoscience, and discussion of utopia/dystopia imagination. My focus is on the depiction of desire and hope, as two interconnected but potentially conflicting concepts, in Madoka Magica which presents different philosophical edifices related to them as one central narrative tension. On the other hand, the feminist methods I utilize will demonstrate how the “genre subversion” the series introduce can be read alongside with not only magical girls’ struggle against their fates in the fiction but the real power structures and asymmetries in (post-)modern society. By highlighting the difficulties to resist a future and ethics imposed from the standpoint of dominant social groups as well as the attempt to solve such impasse by the series, the paper argues that Madoka Magica, while not committing itself to the creation of a radical alternative to the existent political or economic systems, has nonetheless affirmed the possibility and importance to have hope for futures that are yet to be imagined.
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 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 | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".