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 Note on Abbreviations Table of English cases Table of United States cases Table of Canadian cases Table of German cases Table of Decisions of the European Court and Commission of Human Rights Cases from other jurisdictions I. WHY PROTECT FREE SPEECH ? II. FREE SPEECH IN LIBERAL LEGAL SYSTEMS III. THE SCOPE OF FREEDOM OF SPEECH IV. PRIOR RESTRAINTS V. POLITICAL SPEECH VI. LIBEL AND INVASION OF PRIVACY VII. COPYRIGHT AND OTHER PROPERTY RIGHTS VIII. MEETINGS, PROTEST, AND PUBLIC ORDER IX. FREE SPEECH AND THE JUDICIAL PROCESS X. PORNOGRAPHY XI. COMMERCIAL SPEECH XII. FREEDOM OF SPEECH IN THE MEDIA XIII. FREEDOM OF SPEECH AND THE INTERNET XIV. FREEDOM OF SPEECH IN SPECIAL CONTEXTS Select bibliography Index
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 | 0.001 | 0.000 |
| Research integrity | 0.001 | 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