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
Abstract The coercive authority of the Kantian state is rationally grounded in the ideal of equal external freedom, which is realized when each individual can choose and act without being constrained by another's will. This ideal does not seem like it can justify state‐mandated economic redistribution. For if one is externally free just as long as one can choose and act without being constrained by another, then only direct slavery, serfdom, or other systems of overt control seem to threaten external freedom. Yet Kant endows the freedom‐based state with considerable powers of economic redistribution. I argue that recent commentary has misunderstood both Kant's account of why poverty is a form of freedom‐threatening dependence and the extent of the Kantian state's powers for remedying poverty. Criticizing Arthur Ripstein and the Kantianism of the “Toronto‐School,” I argue that the most salient notion of dependence at issue within the Kantian framework is not the direct control of the choice‐making capacities of another but asymmetrical influence in a power relationship. For Kant, poverty is fundamentally a problem of structural disempowerment.
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 | 0.004 | 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