Freedom of expression: a comparative analysis
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 article focuses on a comparative analysis on freedom of expression between South Africa, Malawi, Zambia, Algeria, China, Japan, Switzerland, Germany, Russia, Canada and the USA. It discusses the meaning of the right to free expression and the intersection between freedom of expression and other fundamental rights. It also explores the possibility to limit the parameters of freedom of expression and argues that such possibility is already foregrounded in the constitution. The emerging jurisprudence on freedom of expression in South Africa does not support the thesis that there is a need for a South African approach to freedom of expression. Hierdie artikel vergelyk vryheid van spraak in Suid-Afrika, Malawi, Zambië, Algerië, China, Japan, Switserland, Duitsland, Rusland, Kanada en die VSA. Die betekenis van vryheid van spraak en die interaksie tussen vryheid van spraak en ander fundamentele regte kom aan die orde. Dit ondersoek ook die moontlikheid om vryheid van spraak in te perk, en gaan van die standpunt uit dat hierdie moontlikheid reeds in die Grondwet gestel word. Die ontluikende tendens in Suid-Afrika ondersteun egter nie die aanname dat daar 'n behoefte is aan 'n Suid-Afrikaanse benadering tot vryheid van spraak nie.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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) | 0.002 | 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