AN INTERPRETATION AND DEFENSE OF THE SOCIALIST PRINCIPLE OF DISTRIBUTION
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
For this collection entitled “After Socialism,” we were asked to reflect upon such questions as what rectifications (if any) to present market capitalist systems might be desirable and whether there is any viable remnant in the socialist ideal that ought to be preserved. My basic answer to the latter is that the socialist principle of distribution “From each according to abilities, to each according to needs” remains a compelling moral ideal, superior to the resigned, complacent, or enthusiastic acceptance of economic inequality that is offered by defenders of conventional capitalism and by many versions of liberalism. And so, my answer to the former is that the rectifications to present market capitalist systems that would be desirable would be to reduce the deep injustices and social malformations of these systems as much as possible by moving their distributive outcomes in the direction of the socialist ideal.
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 | 0.000 |
| 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