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 The Transcendental Deduction in Kant’s Critique of Pure Reason tries to show that all human thought and knowledge depend on the categories of the understanding and that these categories can apply only to appearances. If it works as an argument, it implies that metaphysics as a science of non-sensible things is impossible. The author of this book argues, however, that the Transcendental Deduction reflects Kant’s long engagement with the branch of special metaphysics called ‘general cosmology’: the doctrine of a world as such. General cosmology was supposed to be a science of non-sensible things. That is how Kant treated it in his early metaphysical writings. But the author argues that Kant later adapted it for the purposes of the Transcendental Deduction. He extracted from it a purely formal characterization of a world, stripped of any commitment to non-sensible things, and repurposed it as a characterization of experience. The author argues that Kant’s formal cosmology of experience is at the heart of the Transcendental Deduction: it informs the aim of the Deduction and the details of its argument—even those that appear remote from anything cosmological.
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 | 0.000 | 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.019 | 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 it