Bibliographic record
Abstract
As readers of fantasy literature, we look for clues in the stories we read, familiar landmarks whose shapes we unconsciously know. These landmarks ensure that, while the stories we read may be new to us, we know (or think we know) where it leads. One legend commonly adapted as a landmark for modern fantasy is the Otherworld, a parallel dimension of supernatural creatures that has featured in Celtic stories for thousands of years. It is a magical place that inspires both fear and wonder. Patrick Rothfuss adapts this legend for his Kingkiller Chronicle. He calls his version of the Otherworld the Fae Realm, and the supernatural creatures who inhabit it Fae Creatures. In this paper I attempt to show that Rothfuss’s strikingly Celtic Fae Realm functions as a unique sort of landmark; since stories of the Celtic Otherworld are multifarious and often contradictory, and encounters with the Otherworld and its people often have diverse impacts on heroes, its presence in the Kingkiller Chronicle acts as an unsettling force, raising questions about the capacity of the initially invincible Kvothe to overcome the effects of this unpredictable obstacle.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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".