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
Some philosophers even recently have been skeptical about whether science can reveal anything significant about art. Although some scientists’ ventures into art theory have seemed to warrant such suspicions, including early speculative forays into neuroaesthetics, against such skepticism, the argument here is that neuroaesthetics is crucial for understanding aesthetic experience and ultimately art itself. Because certain core proposals of early versions of neuroaesthetics (e.g., the art-as-caricature thesis) seem to justify this skepticism and yet, at the same time, prove more defensible than they might initially seem, they are ideal illustrations of how neuroaesthetics at a more abstract level dovetails with the philosophy of art, and so provides a complementary, not competing perspective that can help complete, verify, and defend such philosophical theories. In particular, it is proposed that aesthetic experience involves a distinctive corticolimbic response, that such experience is therefore testable and may be found even with so-called anti-art, and that its value consists in resolution of conflict between the higher cortex and limbic system generated by the evolution of the former.
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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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