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
If by the term ‘matter’ is meant the extended, movable, and corporeal stuff out of which perceptible objects are made, then, according to one interpretative tradition, there is nothing in Aristotle's account of the world that corresponds to matter in the above sense of physical stuff. Aristotle does indeed describe certain things as extended, movable, and corporeal: for example, the five elements, earth, water, air, fire, and ether, as well as everything made out of them. He also has the concept of a material cause, that is, the raw materials out of which something can be made or generated, and he makes frequent use of this concept in his analysis of perceptible substances. Still, the fact that Aristotle thought about what perceptible substances are made of is insufficient evidence for attributing to him the concept of matter as physical stuff. In addition, we would want to know whether he thought that all perceptible substances are extended, movable, and corporeal precisely because they are made out of matter, and whether any aspect of their behavior is to be explained simply by virtue of their nature as material objects.
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) | 0.006 | 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