Defamation via Hyperlinks - More than Meets the Eye
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
Hyperlinks make the World Wide Web go round. They find and connect information and content from a wealth of sources on the web including, from time to time, defamatory material. Newton, the owner and operator of a website in British Columbia, posted an article entitled “Free Speech in Canada”. The article itself was not alleged to be defamatory of Crookes, a politician. However, it incorporated hyperlinks to other internet websites that contained defamatory material. Notwithstanding requests from Crookes and his lawyer, Newton refused to remove the hyperlinks. Did Newton’s act of hyperlinking to internet websites constitute “publication” of the defamatory material? The Supreme Court of Canada in Crookes v Newton [2011] 3 S.C.R. 269 responded with an emphatic “no”. Though a correct outcome on the facts, there were three distinct judicial approaches emanating from the court that bear scrutiny.
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 | 0.004 | 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 | 0.001 |
| 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