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
Jon Saklofske, in his paper "The Motif of the Collector and History in Ondaatje's Work" recognizes that Ondaatje rescues Buddy Bolden from historical obscurity by elevating and complicating the musician's largely forgotten history with a self-conscious and largely fictional synthesis of memory and imagination. The liberties Ondaatje takes in Coming Through Slaughter with his subject to achieve this re-presentation and the ownership of the portrait that results exposes this type of authorial activity as a problematic appropriation. Saklofske suggests that to understand the implications of Ondaatje's activity it is useful to compare his efforts with Walter Benjamin's "collector" figure, who is both a selfish, destructive thief, and a careful preserver. As a collector, Ondaatje becomes the owner and an essential part of this transformed and personalised image of Bolden. Further, Saklofske argues that Ondaatje preserves Bolden's presence, actively confronts historical exclusivity, and interrupts his own authority over his subject. Although his interaction with actual historical figures decreases with successive novels, Ondaatje's personal encounter with the impersonal machine of history continues, asserting itself repeatedly as a successful strategy against destructiveness or authoritative exclusion.
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 | 0.001 |
| 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 it