Machine-Thought and the Political Order
Bibliographic record
Abstract
The most widespread statement of political philosophy is presented here in the simplified and trivialised form of “man is X; he must become Y. ” Man must do so at the same time for himself, for his own survival, but also for the good of all, of the Community, of the City: the plurality must absolutely, in any way whatsoever, give way to unity, subject to [sous peine] and under threat of chaos. The essential question found confronting political doctrines, moreover since the prominence of the idea of democracy is the following: how to bring about the existence of a united society across a heterogeneous social body? The response from philosophy articulates itself around three principle schemas: the theoretical construction of a unified community under the order of similar laws to those of nature (Platonic schema); the search for the best regime, which will have as its ultimate end the moderation and perpetual regulation of conflicts, by an optimal combination of freedom and stability (Aristotelian schema); and the theorisation of the “end of politics” by the locating of a “social wrong” inscribed in a structure doomed to collapse by the practical negation of its ideological foundations (Marxian schema and derivatives). The mode of thought which imposes itself here is decisional. Beyond the third schema which constitutes in some way a meta-political critique, and necessitates that it alone has a particular analysis, in the two preceding, man constitutes a kind of material – raw or primary, depending – that philosophy will work on, and sculpt to give it a form that harmonises fully with the Whole that it prescribes. In political philosophy, we always turn more or less around the “Let’s make man” of Hobbes, that is, around the technical transformation of a material given. Or to say it otherwise: the creation of an oeuvre from crude and imperfect elements, an oeuvre thought like a masterpiece – that is to say, one that contains within it an idea of perfection and permanence – but doomed here to serial reproduction.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.023 |
| Scholarly communication | 0.007 | 0.007 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.008 | 0.002 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".