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 thesis is a work of creative fiction accompanied by a critical/reflective essay.The dissertation is a novel {Be There First Thing) comprising thirteen chapters, each in the style of a short story, that give glimpses into the life of the protagonist, Lily Sled, beginning when she is eleven-years-old and ending when she is near thirty-yearsold.The first seven of these chapters are set in southern Ontario, Canada, while the last six are set in and around Swansea, Wales, employing a juxtaposition of place and the theme of the foreigner via linguistic and cultural similarities.The structure of this novel is similar to a Composite Novel, as it consists of story-like chapters, yet these stories are not autonomous, thus is it more closely aligned with the Bildungsroman genre, employing the technique of vignettes to illustrate the coming of age of the protagonist, while functioning as a novel of development.The accompanying essay seeks to analyse both the writing process and the literary significance of the novel itself.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.041 | 0.019 |
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