Bibliographic record
Abstract
What is this thing we each call “I” and consider the eye of consciousness, that which beholds objects in the world and objects in our minds? This inner perceiver seems to be the same I who calls forth memories or images at will, the I who feels and determines whether to act on those feelings or suppress them, as well as the I who worries and makes plans and attempts to avoid those worries and act on those plans. Am I the subject, thus the source, of my awareness, just as you are the subject and source of your awareness? If this is the case, it is likely impossible to be conscious without the self (yours or mine), the eye of consciousness, and it must certainly not be desirable, for such a consciousness would have no focal point, no self-that-is-conscious to guide it, so it would be cast adrift on a wide and wild sea like a boat that has broken from its anchor. Without self-enclosure, “We shall go mad no doubt and die that way,” as Robert Graves (1927/1966) expressed it in "The Cool Web".
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.
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 | 0.004 | 0.018 |
| Meta-epidemiology (narrow) | 0.003 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.004 | 0.004 |
| Scholarly communication | 0.010 | 0.007 |
| Open science | 0.004 | 0.003 |
| Research integrity | 0.014 | 0.014 |
| Insufficient payload (model declined to judge) | 0.032 | 0.015 |
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".