Philosophical Discourse In The Age Of Knowledge Mobilization: A Reflexive Condition
Bibliographic record
Abstract
This article examines the nature and relevance of philosophical discourse in a context shaped by the imperative of knowledge mobilization and utilitarian assessment. By demarcating philosophy from science and the fine arts, it identifies philosophy's distinctive resources, namely a specific form of critical reflexivity and a particular kind of conceptual creativity. Moving beyond a mere listing of its dimensions, the article advances a central thesis: the contemporary relevance of philosophy arises from the dynamic and productive tension it sustains between conceptual activity, critical examination, and normative orientation. Far from being a weakness, this internal tension makes philosophy an indispensable operator of distinction and the reflexive condition of any knowledge mobilization that claims to question its own ends. Philosophy thus asserts its relevance not through utilitarian transfer, but through its capacity to keep open, within knowledge itself, the space for radical questioning of meaning and implications.
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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 | 0.053 | 0.062 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.003 |
| Science and technology studies | 0.017 | 0.119 |
| Scholarly communication | 0.026 | 0.049 |
| Open science | 0.003 | 0.025 |
| Research integrity | 0.012 | 0.015 |
| Insufficient payload (model declined to judge) | 0.005 | 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".