Bibliographic record
Abstract
“Your vocation is not merely to know , but to act according to your knowledge”: this is loudly proclaimed in the innermost depths of my soul, as soon as I recollect myself for a moment and turn my observation inward upon my self. “You are here, not for idle contemplation of yourself, or for brooding over devout sensations – no, you are here for action; your action, and your action alone, determines your worth.” Fichte The practical reason is the root of all reason. […] I am hungry, not because food is before me, but a thing becomes food for me because I am hungry; similarly, I act as I do not because a certain end is to be attained, but the end becomes an end to me because I am bound to act in the manner by which it may be attained. Fichte Everything that is is good and absolutely legitimate. There is but one world possible – a thoroughly good world. Fichte Voltaire's procedure is an authentic example of sane sound sense which Voltaire possessed in such high measure, while others babble about it all the time in order to pass off their insanities as sound sense. Hegel NEW BOOK, OLD THEMES In January 5, 1795, writing from his Tübingen seminary, Schelling bitterly complained to his friend Hegel: Here there are Kantians in droves. […] All imaginable dogmas have been stamped as postulates of practical reason, and wherever theoretical and historical proofs are lacking, the practical Tübingian reason cuts the knot. […] Before you know it, the deus ex machina pops up, the personal individual being who sits up there in heaven!
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.023 |
| Scholarly communication | 0.006 | 0.008 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.008 | 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".