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 essay consolidates some fragments of the contemporary theory of expressive freedoms, bringing together scattered conceptual distinctions (e.g., hurting and harming, tolerating and legitimating) and moves (e.g., the need to rectify hateful speech and to constrain harmful actions legally) into an account that is sensitive to the needs of abused groups but faithful to the libertarian tradition associated with Mill's harm principle. Accepting this principle as the fundamental condition warranting legal control of action, we explore legislative responsibilities for protecting expressive freedoms through three additional presumptions. The chief of them is an expectation of epistemic rationality that limits occasions of harm requiring legal action. A presumption of enablement over punishment shows that criminal sanctions for hateful speech are almost never appropriate. A presumption of multiple responsibilities accepts that social sanctions may be appropriate where political coercion is not.
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 | 0.002 | 0.001 |
| 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 | 0.000 | 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