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
In her review of Sasha Cagen’s Quirkyalone: A Manifestofor Uncompromising Romantics for the Toronto Star, poet, novelist and cultural journalist Lynn Crosbie concludes that reading Cagen’s textbook for ind ependent and “cheerful oddballs” is “a slightly creep y experience, comparable to pouring over the folkwa ys of Klingons” (D12). This apparently peculiar connection seems to represent a broader consensu s regarding the activities of not only those who identify as Klingons, but those who move in the same world as them. For example, Crosbie’s glib depiction shares many similarities with the approach director Roger Nygard takes in his 1997 documentary Trekkies, in which a procession of quirky and cheerful “oddballs” enthusiastically expound on their devotion to Star Trek. Where Crosbie obviously intends to be derogatory, however, Nygard aims to foreground the notion that Trekkies are comfortable with, and even proud of, their oddball status. 1 despite a lack of understanding, or even contempt, from “mundanes.” 2
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 | 0.000 | 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) | 0.003 | 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 it