Authentic Education and Moral Responsibility
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
abstract An appeal to children's authenticity is widespread in major debates in the philosophy of education. However, no evident uniform conception of authenticity informs the dialectic. We begin with examples that confirm this multiplicity. We then uncover a common strand that unifies these seemingly differing conceptions: authenticity is exemplified by motivational elements, such as the agent's desires, when these elements are, in a manner to be explicated, ‘truly the agent's own’. It is this view of authenticity that is the mainstay of a predicament in the philosophy of education: if education entails intentional instilment of certain motivational elements in the child but such intentional moulding, in the absence of the agent's consent, is generally incompatible with authenticity, how is an authentic education possible? We respond by developing a relational account of authenticity that denies that motivational elements are authentic in their own right; they are authentic only relative to ensuring certain ends.
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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 | 0.003 | 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) | 0.000 | 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