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
Rather than appealing to universal truth or morality based on the power of reason, Nietzsche’s impassioned plea for resuscitating the embodied self as a source of ethics provides a new perspective on educational philosophy. Within the concept of Will to Power, he offers the notion of the Übermensch as a model for overcoming the social limitations of Christian morality and the dictates of fashion. In a formative state, ‘untimely men’ (and here, read ‘Nietzsche’) stand outside the homogenising influence of the State. Nietzsche’s Übermensch, involving a continuous process of ‘overcoming’ and ‘becoming’, is suggested as an alternative to the autonomous liberal subject as an educational ideal. It provides a perspective that contrasts with the egalitarian and collectivist notions that underpin social democracy and social justice as guiding ideals for educational endeavour. This paper questions the liberal hope that education is automatically the path to freedom and autonomy, arguing that education can be valued as a means of developing a reflective or critical view on our social predicament. Übermensch, perhaps the closest Nietzsche comes to an educational ideal, represents agonistic engagement with our social predicament and an overcoming of instrumental views about education. This paper investigates Nietzsche’s figure of the Übermensch and examines some functional aspects of that same figure that help to explain the notion of education relevant to this paper.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.001 | 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