The “Absence of Chance” and the “Serving of Ends”
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
Aristotle’s concept of nature, captured in quotations such as “nature does nothing in vain” and “man by nature is a political animal,” is a topic consistently discussed within scholarly literature. This paper’s primary aim is to demonstrate how Aristotle’s concept of nature underpins his political theory. It first uncovers Aristotle’s concept of nature, then it demonstrates how this concept underpins his political principles. Aristotle’s concept of nature is first broken down to two ideas: the “absence of chance,” which describes the regularity and permanence of phenomena, and the “serving of ends,” which explains Aristotle’s teleological approach. As such, Aristotle’s nature is used both to describe and explain phenomena, and therefore it shows both how and why certain phenomena occur. Armed with this understanding of nature, this paper shows how Aristotle applies this concept of nature to derive two political principles - the “principle of rulership” and the “social instinct.” These political principles in turn underpin his political theory and approach to political science. This paper shows that, through an understanding of Aristotle’s concept of nature, we can better understand the foundation of his politics.
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 | 0.001 |
| 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