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 paper describes the self-study of the researcher's eating disorder. The subject of study is, microcosmically, poetry; in a macrocosmic sense, the fragments of verse examined are representative of an individual writer's mindset and thoughts. Poetry, in this essay, is the pedagogical space where examination of self is permitted. There are two intertwined elements in this essay that are educationally relevant and enlightening. Firstly, it is demonstrated that the structural and formal traditions of verse were scaffolds to the developing poet's self-understanding and self-discovery. Secondly, hinged upon a reinterpretation of verse composed ten years prior is the researcher's composition of a personally educative narrative involving his campaign to overcome the hegemony of an eating disorder. About The Author Theodore Christou is Assistant Professor at the University of New Brunswick in the Faculty of Education. He completed his PhD at Queen's University in Curriculum Studies. Theodore's research examines the qualitatively different interpretations of progressive education. He is also concerned with the teaching of history in schools and in Faculties of Education. Theodore is a published poet and has worked as teacher in Ontario's public schools and in adult education. Theodore can be contacted at: tedchristou@hotmail.com
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 | 0.003 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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