No Need to Worry: Multiple Profiles of Philosophy of Education in, and in Relation to, the World of Education and the World of Philosophy
Bibliographic record
Abstract
How concerned should we be about the state and status of philosophy of education? To this familiar worry, I maintain that there is no need to worry. In this essay, I try to secure this conclusion, not by shoring up the authority and identity of the discipline, but by asking the fundamental question: Who is and should be the audience for philosophers of education, and what does philosophy of education owe to whom? I argue that to be worthy of that name, philosophy of education ought to have educational significance and continue being philosophical, requiring the discipline to serve the interests of all the three audiences—other philosophers of education, non-philosophical educators, and non-educational philosophers. Through a close analysis of several important scholarly materials concerning the range, quality and relevance of philosophy of education, I urge that working out its disciplinary nature in a broad context of philosophy makes the discipline capable of fulfilling that promise.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.029 | 0.038 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.016 | 0.097 |
| Scholarly communication | 0.027 | 0.053 |
| Open science | 0.003 | 0.014 |
| Research integrity | 0.010 | 0.024 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".