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
The internet facilitates outrage, encourages debate, and ultimately accommodates balanced response. It allows for knowledge to be acquired and then shaped into shared meanings and understandings. Even if the digital record of the mainstream media is perhaps the more informed and balanced, the arguably greater significance of the internet - content aside - lies in its exemplification of the value of free communication. This argument is explored in the context of two 1996 paintings by contemporary Canadian painter Gertrude Kearns. The works were the subject of controversy when they went on display at the new Canadian War Museum, which opened on 5 May 2005. While Kearns’s works had previously been reproduced in a newspaper and a journal, they had not been exhibited in public before. The two compositions portray Master Corporal Clayton Matchee and Private Kyle Brown, the Canadian soldiers responsible for the 1993 murder of Shidane Arone, a Somali youth.
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 | 0.012 | 0.010 |
| 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 | 0.005 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.003 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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