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
This paper is a response to the author’s 2009 article “Reflections on Activity Theory”. It begins by briefly outlining the themes and aims of that article, and considering developments in the theory and practice of activity theory that have occurred since its publication. Thereafter, the paper embarks on a philosophical exploration of ideas central to the activity approach, including the concept of activity itself, in a way that aspires to bring the insights of its Russian originators into dialogue with recent developments in the philosophy of action. The paper argues that understanding how intentional human action is self-conscious action is essential to understanding the character of the human life form (or human life-activity) in its socio-historical reality. With both Marx and Ilyenkov in mind, the paper examines and refines Leontiev’s distinction between action and activity, arguing that some activities have ends that are infinite (that is, ends that are not exhausted by their realisation) and internal (that is, intelligible only to those immersed in the activity itself). Educating and philosophising, it is argued, are, in the ideal, such activities.
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 | 0.001 | 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 | 0.001 | 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) | 0.004 | 0.001 |
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