Equality at Stake: Connecting the\nPrivacy/Vulnerability Cycle to the\nDebate about Publicly Accessible\nOnline Court Records
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
A considerable amount has been written about the privacy implications of publishing court and tribunal records online. In this article the authors examine the linkages between privacy and vulnerability for members of marginalized communities and, drawing on Calo’s “vicious cycle” of privacy and vulnerability, suggest that publicly accessible online court records represent an equality issue as well. Drawing on social science research and privacy theory, the authors demonstrate the potentially disproportionate effect of online court records on members of marginalized communities. They then examine Canadian case law, legislation and policy that impose restrictions on public disclosure of information from court proceedings and disclosure of information within court proceedings to highlight a limited pre-existing recognition of the privacy/vulnerability cycle. In conclusion they suggest that removal of personal information from court records made publicly available online would serve to protect both privacy and equality rights.
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 | 0.006 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.007 | 0.001 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.004 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.089 | 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