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 lively and controversial overview by the nation’s most celebrated First Amendment lawyer of the unique protections for freedom of speech in America The right of Americans to voice their beliefs without government approval or oversight is protected under what may well be the most honored and least understood addendum to the US Constitution—the First Amendment. Floyd Abrams, a noted lawyer and award-winning legal scholar specializing in First Amendment issues, examines the degree to which American law protects free speech more often, more intensely, and more controversially than is the case anywhere else in the world, including democratic nations such as Canada and England. In this lively, powerful, and provocative work, the author addresses legal issues from the adoption of the Bill of Rights through recent cases such as Citizens United . He also examines the repeated conflicts between claims of free speech and those of national security occasioned by the publication of classified material such as was contained in the Pentagon Papers and was made public by WikiLeaks and Edward Snowden.
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 | 0.002 | 0.011 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 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